- ETA: 8s - loss: 0.1066 - acc: 0.9654


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- ETA: 8s - loss: 0.1041 - acc: 0.9661


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- ETA: 8s - loss: 0.1059 - acc: 0.9650


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- ETA: 8s - loss: 0.1059 - acc: 0.9645


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- ETA: 8s - loss: 0.1068 - acc: 0.9641


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- ETA: 8s - loss: 0.1086 - acc: 0.9643


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- ETA: 8s - loss: 0.1118 - acc: 0.9628


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- ETA: 7s - loss: 0.1132 - acc: 0.9620


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- ETA: 7s - loss: 0.1110 - acc: 0.9632


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- ETA: 7s - loss: 0.1105 - acc: 0.9629


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- ETA: 7s - loss: 0.1091 - acc: 0.9635


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- ETA: 7s - loss: 0.1080 - acc: 0.9642


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- ETA: 7s - loss: 0.1073 - acc: 0.9647


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- ETA: 7s - loss: 0.1055 - acc: 0.9653


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- ETA: 6s - loss: 0.1071 - acc: 0.9649


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- ETA: 6s - loss: 0.1118 - acc: 0.9642


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- ETA: 6s - loss: 0.1127 - acc: 0.9643


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- ETA: 6s - loss: 0.1121 - acc: 0.9641


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- ETA: 6s - loss: 0.1124 - acc: 0.9634


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- ETA: 6s - loss: 0.1128 - acc: 0.9632


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- ETA: 5s - loss: 0.1121 - acc: 0.9633


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- ETA: 5s - loss: 0.1116 - acc: 0.9631


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- ETA: 5s - loss: 0.1141 - acc: 0.9626


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- ETA: 5s - loss: 0.1127 - acc: 0.9631


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- ETA: 5s - loss: 0.1117 - acc: 0.9635


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- ETA: 5s - loss: 0.1119 - acc: 0.9630


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- ETA: 4s - loss: 0.1115 - acc: 0.9634


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- ETA: 4s - loss: 0.1155 - acc: 0.9629


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- ETA: 4s - loss: 0.1145 - acc: 0.9633


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- ETA: 4s - loss: 0.1143 - acc: 0.9634


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- ETA: 3s - loss: 0.1119 - acc: 0.9640


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- ETA: 3s - loss: 0.1112 - acc: 0.9641


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- ETA: 3s - loss: 0.1104 - acc: 0.9645


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- ETA: 3s - loss: 0.1088 - acc: 0.9651


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- ETA: 3s - loss: 0.1079 - acc: 0.9654


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- ETA: 1s - loss: 0.1058 - acc: 0.9657


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- ETA: 0s - loss: 0.1073 - acc: 0.9654


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- ETA: 0s - loss: 0.1073 - acc: 0.9654


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- ETA: 0s - loss: 0.1065 - acc: 0.9657


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- ETA: 0s - loss: 0.1070 - acc: 0.9653


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- ETA: 0s - loss: 0.1083 - acc: 0.9650

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- ETA: 0s - loss: 0.4629 - acc: 0.9062


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- ETA: 0s - loss: 0.3535 - acc: 0.9062


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- ETA: 0s - loss: 0.2994 - acc: 0.9062


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- ETA: 0s - loss: 0.3415 - acc: 0.9062


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- ETA: 0s - loss: 0.3837 - acc: 0.8958


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- ETA: 0s - loss: 0.3951 - acc: 0.8963


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- ETA: 0s - loss: 0.4143 - acc: 0.8954


878/878 [==============================]

- 1s 618us/sample - loss: 0.4084 - acc: 0.8941



78/78 [==============================]

- 14s 180ms/step - loss: 0.1088 - acc: 0.9642 - val_loss: 0.4064 - val_acc: 0.8941


Epoch 70/100

1/78 [..............................]

- ETA: 5s - loss: 0.0261 - acc: 1.0000


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- ETA: 6s - loss: 0.0581 - acc: 0.9766


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- ETA: 6s - loss: 0.0900 - acc: 0.9688


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- ETA: 6s - loss: 0.1108 - acc: 0.9648


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- ETA: 6s - loss: 0.1098 - acc: 0.9625


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- ETA: 7s - loss: 0.1074 - acc: 0.9609


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- ETA: 8s - loss: 0.1040 - acc: 0.9643


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- ETA: 8s - loss: 0.1075 - acc: 0.9629


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- ETA: 9s - loss: 0.1015 - acc: 0.9635


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- ETA: 9s - loss: 0.0938 - acc: 0.9672


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- ETA: 9s - loss: 0.0966 - acc: 0.9659


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- ETA: 9s - loss: 0.0929 - acc: 0.9674


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- ETA: 9s - loss: 0.0900 - acc: 0.9688


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- ETA: 9s - loss: 0.0875 - acc: 0.9699


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- ETA: 9s - loss: 0.0856 - acc: 0.9719


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- ETA: 9s - loss: 0.0939 - acc: 0.9688


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- ETA: 9s - loss: 0.0986 - acc: 0.9669


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- ETA: 9s - loss: 0.1015 - acc: 0.9670


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- ETA: 9s - loss: 0.1001 - acc: 0.9671


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- ETA: 8s - loss: 0.0976 - acc: 0.9688


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- ETA: 8s - loss: 0.0961 - acc: 0.9688


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- ETA: 8s - loss: 0.0928 - acc: 0.9702


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- ETA: 8s - loss: 0.0960 - acc: 0.9681


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- ETA: 8s - loss: 0.0940 - acc: 0.9688


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- ETA: 8s - loss: 0.0939 - acc: 0.9688


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- ETA: 8s - loss: 0.0918 - acc: 0.9700


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- ETA: 8s - loss: 0.0956 - acc: 0.9676


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- ETA: 7s - loss: 0.0937 - acc: 0.9688


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- ETA: 7s - loss: 0.0938 - acc: 0.9682


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- ETA: 7s - loss: 0.0931 - acc: 0.9677


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- ETA: 7s - loss: 0.0925 - acc: 0.9672


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- ETA: 7s - loss: 0.0910 - acc: 0.9678


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- ETA: 7s - loss: 0.0905 - acc: 0.9673


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- ETA: 7s - loss: 0.0897 - acc: 0.9678


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- ETA: 7s - loss: 0.0885 - acc: 0.9683


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- ETA: 6s - loss: 0.0869 - acc: 0.9688


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- ETA: 6s - loss: 0.0859 - acc: 0.9688


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- ETA: 6s - loss: 0.0857 - acc: 0.9688


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- ETA: 6s - loss: 0.0852 - acc: 0.9683


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- ETA: 6s - loss: 0.0847 - acc: 0.9680


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- ETA: 6s - loss: 0.0842 - acc: 0.9684


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- ETA: 5s - loss: 0.0836 - acc: 0.9688


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- ETA: 5s - loss: 0.0843 - acc: 0.9684


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- ETA: 5s - loss: 0.0830 - acc: 0.9688


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- ETA: 5s - loss: 0.0834 - acc: 0.9688


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- ETA: 5s - loss: 0.0825 - acc: 0.9691


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- ETA: 5s - loss: 0.0824 - acc: 0.9691


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- ETA: 4s - loss: 0.0833 - acc: 0.9688


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- ETA: 4s - loss: 0.0824 - acc: 0.9691


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- ETA: 4s - loss: 0.0826 - acc: 0.9688


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- ETA: 4s - loss: 0.0824 - acc: 0.9688


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- ETA: 4s - loss: 0.0819 - acc: 0.9691


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- ETA: 4s - loss: 0.0819 - acc: 0.9690


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- ETA: 3s - loss: 0.0813 - acc: 0.9695


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- ETA: 3s - loss: 0.0802 - acc: 0.9700


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- ETA: 3s - loss: 0.0791 - acc: 0.9705


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- ETA: 3s - loss: 0.0792 - acc: 0.9705


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- ETA: 3s - loss: 0.0787 - acc: 0.9705


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- ETA: 3s - loss: 0.0775 - acc: 0.9710


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- ETA: 2s - loss: 0.0765 - acc: 0.9715


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- ETA: 2s - loss: 0.0763 - acc: 0.9717


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- ETA: 2s - loss: 0.0775 - acc: 0.9709


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- ETA: 2s - loss: 0.0795 - acc: 0.9703


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- ETA: 2s - loss: 0.0785 - acc: 0.9708


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- ETA: 2s - loss: 0.0782 - acc: 0.9710


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- ETA: 2s - loss: 0.0789 - acc: 0.9705


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- ETA: 1s - loss: 0.0794 - acc: 0.9707


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- ETA: 1s - loss: 0.0784 - acc: 0.9709


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- ETA: 1s - loss: 0.0785 - acc: 0.9711


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- ETA: 1s - loss: 0.0782 - acc: 0.9711


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- ETA: 1s - loss: 0.0783 - acc: 0.9710


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- ETA: 1s - loss: 0.0786 - acc: 0.9710


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- ETA: 0s - loss: 0.0782 - acc: 0.9710


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- ETA: 0s - loss: 0.0783 - acc: 0.9707


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- ETA: 0s - loss: 0.0780 - acc: 0.9707


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- ETA: 0s - loss: 0.0779 - acc: 0.9709


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- ETA: 0s - loss: 0.0784 - acc: 0.9705

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- ETA: 0s - loss: 0.6632 - acc: 0.9062


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- ETA: 0s - loss: 0.4394 - acc: 0.9010


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- ETA: 0s - loss: 0.3814 - acc: 0.9000


448/878 [==============>...............]

- ETA: 0s - loss: 0.4144 - acc: 0.8996


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- ETA: 0s - loss: 0.4308 - acc: 0.8941


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- ETA: 0s - loss: 0.4213 - acc: 0.8977


832/878 [===========================>..]

- ETA: 0s - loss: 0.4332 - acc: 0.8954


878/878 [==============================]

- 1s 592us/sample - loss: 0.4219 - acc: 0.8975



78/78 [==============================]

- 14s 175ms/step - loss: 0.0785 - acc: 0.9702 - val_loss: 0.4181 - val_acc: 0.8975


Epoch 71/100

1/78 [..............................]

- ETA: 5s - loss: 0.0748 - acc: 0.9688


2/78 [..............................]

- ETA: 5s - loss: 0.0426 - acc: 0.9844


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- ETA: 5s - loss: 0.0356 - acc: 0.9896


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- ETA: 5s - loss: 0.0313 - acc: 0.9922


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- ETA: 6s - loss: 0.0460 - acc: 0.9844


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- ETA: 7s - loss: 0.0421 - acc: 0.9870


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- ETA: 8s - loss: 0.0419 - acc: 0.9866


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- ETA: 8s - loss: 0.0477 - acc: 0.9824


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- ETA: 8s - loss: 0.0481 - acc: 0.9826


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- ETA: 9s - loss: 0.0471 - acc: 0.9828


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- ETA: 8s - loss: 0.0526 - acc: 0.9796


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- ETA: 8s - loss: 0.0535 - acc: 0.9786


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- ETA: 8s - loss: 0.0629 - acc: 0.9766


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- ETA: 8s - loss: 0.0683 - acc: 0.9749


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- ETA: 8s - loss: 0.0723 - acc: 0.9734


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- ETA: 8s - loss: 0.0701 - acc: 0.9741


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- ETA: 8s - loss: 0.0674 - acc: 0.9757


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- ETA: 8s - loss: 0.0643 - acc: 0.9771


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- ETA: 8s - loss: 0.0643 - acc: 0.9766


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- ETA: 8s - loss: 0.0652 - acc: 0.9762


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- ETA: 8s - loss: 0.0657 - acc: 0.9766


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- ETA: 8s - loss: 0.0643 - acc: 0.9777


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- ETA: 8s - loss: 0.0664 - acc: 0.9766


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- ETA: 8s - loss: 0.0667 - acc: 0.9756


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- ETA: 8s - loss: 0.0696 - acc: 0.9747


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- ETA: 8s - loss: 0.0683 - acc: 0.9757


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- ETA: 7s - loss: 0.0687 - acc: 0.9748


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- ETA: 7s - loss: 0.0700 - acc: 0.9746


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- ETA: 7s - loss: 0.0684 - acc: 0.9755


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- ETA: 7s - loss: 0.0691 - acc: 0.9753


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- ETA: 7s - loss: 0.0693 - acc: 0.9756


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- ETA: 7s - loss: 0.0711 - acc: 0.9754


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- ETA: 7s - loss: 0.0695 - acc: 0.9756


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- ETA: 7s - loss: 0.0711 - acc: 0.9750


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- ETA: 6s - loss: 0.0695 - acc: 0.9757


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- ETA: 6s - loss: 0.0677 - acc: 0.9764


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- ETA: 6s - loss: 0.0709 - acc: 0.9749


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- ETA: 6s - loss: 0.0718 - acc: 0.9739


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- ETA: 6s - loss: 0.0707 - acc: 0.9742


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- ETA: 6s - loss: 0.0697 - acc: 0.9744


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- ETA: 5s - loss: 0.0689 - acc: 0.9750


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- ETA: 5s - loss: 0.0686 - acc: 0.9753


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- ETA: 5s - loss: 0.0673 - acc: 0.9759


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- ETA: 5s - loss: 0.0673 - acc: 0.9757


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- ETA: 5s - loss: 0.0668 - acc: 0.9759


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- ETA: 5s - loss: 0.0710 - acc: 0.9750


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- ETA: 5s - loss: 0.0730 - acc: 0.9742


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- ETA: 4s - loss: 0.0748 - acc: 0.9741


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- ETA: 4s - loss: 0.0757 - acc: 0.9737


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- ETA: 4s - loss: 0.0749 - acc: 0.9739


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- ETA: 4s - loss: 0.0749 - acc: 0.9741


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- ETA: 4s - loss: 0.0739 - acc: 0.9746


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- ETA: 4s - loss: 0.0740 - acc: 0.9748


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- ETA: 3s - loss: 0.0742 - acc: 0.9747


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- ETA: 3s - loss: 0.0744 - acc: 0.9743


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- ETA: 3s - loss: 0.0741 - acc: 0.9745


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- ETA: 3s - loss: 0.0738 - acc: 0.9744


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- ETA: 3s - loss: 0.0733 - acc: 0.9745


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- ETA: 3s - loss: 0.0727 - acc: 0.9750


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- ETA: 2s - loss: 0.0753 - acc: 0.9746


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- ETA: 2s - loss: 0.0771 - acc: 0.9743


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- ETA: 2s - loss: 0.0771 - acc: 0.9739


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- ETA: 2s - loss: 0.0764 - acc: 0.9743


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- ETA: 2s - loss: 0.0756 - acc: 0.9747


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- ETA: 2s - loss: 0.0752 - acc: 0.9749


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- ETA: 1s - loss: 0.0747 - acc: 0.9753


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- ETA: 1s - loss: 0.0743 - acc: 0.9756


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- ETA: 1s - loss: 0.0755 - acc: 0.9753


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- ETA: 1s - loss: 0.0757 - acc: 0.9752


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- ETA: 1s - loss: 0.0761 - acc: 0.9751


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- ETA: 1s - loss: 0.0761 - acc: 0.9750


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- ETA: 0s - loss: 0.0757 - acc: 0.9752


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- ETA: 0s - loss: 0.0756 - acc: 0.9751


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- ETA: 0s - loss: 0.0759 - acc: 0.9748


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- ETA: 0s - loss: 0.0757 - acc: 0.9749


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- ETA: 0s - loss: 0.0761 - acc: 0.9746


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- ETA: 0s - loss: 0.0756 - acc: 0.9749

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- ETA: 0s - loss: 0.6534 - acc: 0.8750


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- ETA: 0s - loss: 0.4728 - acc: 0.8906


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- ETA: 0s - loss: 0.3947 - acc: 0.8969


448/878 [==============>...............]

- ETA: 0s - loss: 0.3989 - acc: 0.8951


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- ETA: 0s - loss: 0.4086 - acc: 0.8889


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- ETA: 0s - loss: 0.4014 - acc: 0.8935


832/878 [===========================>..]

- ETA: 0s - loss: 0.4121 - acc: 0.8942


878/878 [==============================]

- 1s 638us/sample - loss: 0.4054 - acc: 0.8964



78/78 [==============================]

- 14s 173ms/step - loss: 0.0747 - acc: 0.9753 - val_loss: 0.4031 - val_acc: 0.8964


Epoch 72/100

1/78 [..............................]

- ETA: 5s - loss: 0.1061 - acc: 0.9531


2/78 [..............................]

- ETA: 5s - loss: 0.0724 - acc: 0.9766


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- ETA: 5s - loss: 0.0639 - acc: 0.9792


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- ETA: 5s - loss: 0.0726 - acc: 0.9727


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- ETA: 5s - loss: 0.0758 - acc: 0.9719


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- ETA: 6s - loss: 0.0712 - acc: 0.9740


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- ETA: 7s - loss: 0.0762 - acc: 0.9732


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- ETA: 7s - loss: 0.0709 - acc: 0.9766


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- ETA: 7s - loss: 0.0739 - acc: 0.9740


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- ETA: 8s - loss: 0.0742 - acc: 0.9734


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- ETA: 8s - loss: 0.0723 - acc: 0.9744


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- ETA: 8s - loss: 0.0700 - acc: 0.9740


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- ETA: 8s - loss: 0.0737 - acc: 0.9736


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- ETA: 8s - loss: 0.0742 - acc: 0.9721


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- ETA: 8s - loss: 0.0757 - acc: 0.9708


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- ETA: 8s - loss: 0.0902 - acc: 0.9697


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- ETA: 8s - loss: 0.0943 - acc: 0.9697


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- ETA: 8s - loss: 0.0962 - acc: 0.9696


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- ETA: 8s - loss: 0.0956 - acc: 0.9699


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- ETA: 8s - loss: 0.1011 - acc: 0.9675


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- ETA: 8s - loss: 0.1050 - acc: 0.9660


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- ETA: 7s - loss: 0.1055 - acc: 0.9647


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- ETA: 7s - loss: 0.1029 - acc: 0.9656


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- ETA: 7s - loss: 0.1047 - acc: 0.9637


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- ETA: 7s - loss: 0.1077 - acc: 0.9627


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- ETA: 7s - loss: 0.1097 - acc: 0.9623


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- ETA: 7s - loss: 0.1086 - acc: 0.9626


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- ETA: 7s - loss: 0.1103 - acc: 0.9622


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- ETA: 7s - loss: 0.1120 - acc: 0.9614


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- ETA: 6s - loss: 0.1085 - acc: 0.9628


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- ETA: 6s - loss: 0.1081 - acc: 0.9625


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- ETA: 6s - loss: 0.1104 - acc: 0.9608


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- ETA: 6s - loss: 0.1110 - acc: 0.9606


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- ETA: 6s - loss: 0.1101 - acc: 0.9608


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- ETA: 6s - loss: 0.1139 - acc: 0.9593


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- ETA: 6s - loss: 0.1128 - acc: 0.9596


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- ETA: 6s - loss: 0.1121 - acc: 0.9594


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- ETA: 5s - loss: 0.1107 - acc: 0.9596


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- ETA: 5s - loss: 0.1106 - acc: 0.9601


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- ETA: 5s - loss: 0.1084 - acc: 0.9607


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- ETA: 5s - loss: 0.1103 - acc: 0.9601


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- ETA: 5s - loss: 0.1115 - acc: 0.9596


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- ETA: 5s - loss: 0.1115 - acc: 0.9591


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- ETA: 4s - loss: 0.1108 - acc: 0.9597


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- ETA: 4s - loss: 0.1090 - acc: 0.9605


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- ETA: 4s - loss: 0.1086 - acc: 0.9604


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- ETA: 4s - loss: 0.1073 - acc: 0.9612


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- ETA: 4s - loss: 0.1062 - acc: 0.9618


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- ETA: 2s - loss: 0.0987 - acc: 0.9647


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- ETA: 1s - loss: 0.0968 - acc: 0.9654


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- ETA: 1s - loss: 0.0952 - acc: 0.9660


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- ETA: 0s - loss: 0.0945 - acc: 0.9662


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- ETA: 0s - loss: 0.0941 - acc: 0.9660


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- ETA: 0s - loss: 0.0951 - acc: 0.9654


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- ETA: 0s - loss: 0.0946 - acc: 0.9655


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- ETA: 0s - loss: 0.0949 - acc: 0.9651


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- ETA: 0s - loss: 0.0968 - acc: 0.9646

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- ETA: 1s - loss: 0.4869 - acc: 0.9062


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- ETA: 1s - loss: 0.3907 - acc: 0.9141


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- ETA: 0s - loss: 0.3654 - acc: 0.9219


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- ETA: 0s - loss: 0.3418 - acc: 0.9102


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- ETA: 0s - loss: 0.3287 - acc: 0.9141


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- ETA: 0s - loss: 0.3565 - acc: 0.9160


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- ETA: 0s - loss: 0.3739 - acc: 0.9115


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- ETA: 0s - loss: 0.3764 - acc: 0.9162


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- ETA: 0s - loss: 0.3987 - acc: 0.9159


878/878 [==============================]

- 1s 842us/sample - loss: 0.3912 - acc: 0.9169



78/78 [==============================]

- 13s 169ms/step - loss: 0.0963 - acc: 0.9648 - val_loss: 0.3887 - val_acc: 0.9169


Epoch 73/100

1/78 [..............................]

- ETA: 5s - loss: 0.0847 - acc: 0.9688


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- ETA: 5s - loss: 0.0630 - acc: 0.9688


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- ETA: 5s - loss: 0.1284 - acc: 0.9583


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- ETA: 5s - loss: 0.1060 - acc: 0.9688


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- ETA: 5s - loss: 0.0972 - acc: 0.9719


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- ETA: 5s - loss: 0.0955 - acc: 0.9714


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- ETA: 6s - loss: 0.0966 - acc: 0.9688


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- ETA: 7s - loss: 0.0884 - acc: 0.9727


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- ETA: 7s - loss: 0.0899 - acc: 0.9705


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- ETA: 7s - loss: 0.0887 - acc: 0.9688


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- ETA: 8s - loss: 0.0879 - acc: 0.9702


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- ETA: 8s - loss: 0.0838 - acc: 0.9727


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- ETA: 8s - loss: 0.0826 - acc: 0.9724


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- ETA: 8s - loss: 0.0802 - acc: 0.9743


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- ETA: 8s - loss: 0.0925 - acc: 0.9729


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- ETA: 8s - loss: 0.0878 - acc: 0.9746


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- ETA: 8s - loss: 0.0885 - acc: 0.9752


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- ETA: 8s - loss: 0.0859 - acc: 0.9757


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- ETA: 8s - loss: 0.0830 - acc: 0.9762


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- ETA: 8s - loss: 0.0799 - acc: 0.9773


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- ETA: 8s - loss: 0.0811 - acc: 0.9754


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- ETA: 8s - loss: 0.0816 - acc: 0.9751


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- ETA: 8s - loss: 0.0798 - acc: 0.9755


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- ETA: 8s - loss: 0.0808 - acc: 0.9753


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- ETA: 8s - loss: 0.0795 - acc: 0.9756


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- ETA: 7s - loss: 0.0787 - acc: 0.9760


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- ETA: 7s - loss: 0.0798 - acc: 0.9763


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- ETA: 7s - loss: 0.0800 - acc: 0.9760


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- ETA: 7s - loss: 0.0817 - acc: 0.9758


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- ETA: 7s - loss: 0.0824 - acc: 0.9755


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- ETA: 7s - loss: 0.0805 - acc: 0.9763


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- ETA: 7s - loss: 0.0808 - acc: 0.9761


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- ETA: 7s - loss: 0.0789 - acc: 0.9763


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- ETA: 7s - loss: 0.0782 - acc: 0.9766


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- ETA: 6s - loss: 0.0775 - acc: 0.9768


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- ETA: 6s - loss: 0.0787 - acc: 0.9757


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- ETA: 6s - loss: 0.0795 - acc: 0.9751


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- ETA: 6s - loss: 0.0779 - acc: 0.9757


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- ETA: 6s - loss: 0.0773 - acc: 0.9760


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- ETA: 6s - loss: 0.0780 - acc: 0.9754


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- ETA: 5s - loss: 0.0786 - acc: 0.9756


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- ETA: 5s - loss: 0.0781 - acc: 0.9758


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- ETA: 5s - loss: 0.0776 - acc: 0.9760


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- ETA: 5s - loss: 0.0775 - acc: 0.9759


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- ETA: 5s - loss: 0.0760 - acc: 0.9764


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- ETA: 5s - loss: 0.0767 - acc: 0.9766


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- ETA: 5s - loss: 0.0755 - acc: 0.9771


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- ETA: 4s - loss: 0.0749 - acc: 0.9772


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- ETA: 4s - loss: 0.0746 - acc: 0.9774


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- ETA: 4s - loss: 0.0743 - acc: 0.9772


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- ETA: 4s - loss: 0.0740 - acc: 0.9770


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- ETA: 4s - loss: 0.0741 - acc: 0.9772


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- ETA: 4s - loss: 0.0742 - acc: 0.9767


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- ETA: 3s - loss: 0.0738 - acc: 0.9769


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- ETA: 3s - loss: 0.0740 - acc: 0.9764


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- ETA: 3s - loss: 0.0748 - acc: 0.9763


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- ETA: 3s - loss: 0.0750 - acc: 0.9764


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- ETA: 3s - loss: 0.0751 - acc: 0.9766


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- ETA: 3s - loss: 0.0764 - acc: 0.9762


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- ETA: 3s - loss: 0.0758 - acc: 0.9763


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- ETA: 2s - loss: 0.0750 - acc: 0.9767


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- ETA: 2s - loss: 0.0771 - acc: 0.9764


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- ETA: 2s - loss: 0.0772 - acc: 0.9761


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- ETA: 2s - loss: 0.0768 - acc: 0.9762


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- ETA: 2s - loss: 0.0780 - acc: 0.9759


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- ETA: 2s - loss: 0.0783 - acc: 0.9757


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- ETA: 1s - loss: 0.0784 - acc: 0.9756


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- ETA: 1s - loss: 0.0789 - acc: 0.9753


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- ETA: 1s - loss: 0.0787 - acc: 0.9754


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- ETA: 1s - loss: 0.0782 - acc: 0.9756


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- ETA: 1s - loss: 0.0780 - acc: 0.9757


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- ETA: 1s - loss: 0.0770 - acc: 0.9760


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- ETA: 0s - loss: 0.0764 - acc: 0.9761


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- ETA: 0s - loss: 0.0772 - acc: 0.9754


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- ETA: 0s - loss: 0.0777 - acc: 0.9751


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- ETA: 0s - loss: 0.0779 - acc: 0.9750


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- ETA: 0s - loss: 0.0781 - acc: 0.9745

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- ETA: 0s - loss: 0.6765 - acc: 0.8906


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- ETA: 0s - loss: 0.4199 - acc: 0.9115


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- ETA: 0s - loss: 0.3710 - acc: 0.9062


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- ETA: 0s - loss: 0.4828 - acc: 0.8996


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- ETA: 0s - loss: 0.5219 - acc: 0.8906


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- ETA: 0s - loss: 0.5201 - acc: 0.8991


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- ETA: 0s - loss: 0.5335 - acc: 0.8954


878/878 [==============================]

- 1s 597us/sample - loss: 0.5377 - acc: 0.8975



78/78 [==============================]

- 14s 176ms/step - loss: 0.0794 - acc: 0.9743 - val_loss: 0.5392 - val_acc: 0.8975


Epoch 74/100

1/78 [..............................]

- ETA: 5s - loss: 0.1847 - acc: 0.9219


2/78 [..............................]

- ETA: 5s - loss: 0.1097 - acc: 0.9531


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- ETA: 5s - loss: 0.0991 - acc: 0.9583


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- ETA: 5s - loss: 0.1108 - acc: 0.9570


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- ETA: 5s - loss: 0.1194 - acc: 0.9563


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- ETA: 6s - loss: 0.1245 - acc: 0.9557


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- ETA: 7s - loss: 0.1274 - acc: 0.9554


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- ETA: 7s - loss: 0.1183 - acc: 0.9590


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- ETA: 8s - loss: 0.1137 - acc: 0.9618


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- ETA: 8s - loss: 0.1540 - acc: 0.9516


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- ETA: 8s - loss: 0.1477 - acc: 0.9531


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- ETA: 8s - loss: 0.1411 - acc: 0.9557


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- ETA: 8s - loss: 0.1429 - acc: 0.9531


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- ETA: 8s - loss: 0.1370 - acc: 0.9542


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- ETA: 8s - loss: 0.1317 - acc: 0.9563


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- ETA: 8s - loss: 0.1337 - acc: 0.9561


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- ETA: 8s - loss: 0.1294 - acc: 0.9577


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- ETA: 8s - loss: 0.1279 - acc: 0.9575


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- ETA: 8s - loss: 0.1278 - acc: 0.9581


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- ETA: 8s - loss: 0.1324 - acc: 0.9570


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- ETA: 8s - loss: 0.1272 - acc: 0.9591


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- ETA: 8s - loss: 0.1259 - acc: 0.9595


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- ETA: 8s - loss: 0.1238 - acc: 0.9599


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- ETA: 7s - loss: 0.1274 - acc: 0.9583


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- ETA: 7s - loss: 0.1260 - acc: 0.9589


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- ETA: 7s - loss: 0.1313 - acc: 0.9568


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- ETA: 7s - loss: 0.1308 - acc: 0.9567


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- ETA: 7s - loss: 0.1270 - acc: 0.9583


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- ETA: 7s - loss: 0.1252 - acc: 0.9586


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- ETA: 7s - loss: 0.1256 - acc: 0.9579


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- ETA: 7s - loss: 0.1253 - acc: 0.9583


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- ETA: 6s - loss: 0.1236 - acc: 0.9591


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- ETA: 6s - loss: 0.1202 - acc: 0.9603


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- ETA: 6s - loss: 0.1189 - acc: 0.9601


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- ETA: 6s - loss: 0.1174 - acc: 0.9599


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- ETA: 6s - loss: 0.1162 - acc: 0.9606


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- ETA: 6s - loss: 0.1148 - acc: 0.9613


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- ETA: 6s - loss: 0.1132 - acc: 0.9619


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- ETA: 5s - loss: 0.1115 - acc: 0.9629


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- ETA: 5s - loss: 0.1103 - acc: 0.9630


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- ETA: 5s - loss: 0.1089 - acc: 0.9635


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- ETA: 5s - loss: 0.1101 - acc: 0.9625


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- ETA: 5s - loss: 0.1103 - acc: 0.9623


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- ETA: 5s - loss: 0.1091 - acc: 0.9628


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- ETA: 5s - loss: 0.1084 - acc: 0.9629


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- ETA: 4s - loss: 0.1071 - acc: 0.9634


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- ETA: 4s - loss: 0.1078 - acc: 0.9632


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- ETA: 4s - loss: 0.1073 - acc: 0.9633


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- ETA: 4s - loss: 0.1076 - acc: 0.9625


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- ETA: 4s - loss: 0.1071 - acc: 0.9626


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- ETA: 4s - loss: 0.1058 - acc: 0.9630


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- ETA: 4s - loss: 0.1052 - acc: 0.9634


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- ETA: 3s - loss: 0.1044 - acc: 0.9638


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- ETA: 3s - loss: 0.1040 - acc: 0.9636


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- ETA: 3s - loss: 0.1043 - acc: 0.9634


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- ETA: 3s - loss: 0.1051 - acc: 0.9633


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- ETA: 3s - loss: 0.1057 - acc: 0.9625


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- ETA: 3s - loss: 0.1047 - acc: 0.9629


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- ETA: 2s - loss: 0.1040 - acc: 0.9633


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- ETA: 2s - loss: 0.1038 - acc: 0.9634


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- ETA: 2s - loss: 0.1034 - acc: 0.9634


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- ETA: 2s - loss: 0.1041 - acc: 0.9635


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- ETA: 2s - loss: 0.1039 - acc: 0.9639


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- ETA: 2s - loss: 0.1026 - acc: 0.9644


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- ETA: 2s - loss: 0.1023 - acc: 0.9643


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- ETA: 1s - loss: 0.1014 - acc: 0.9648


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- ETA: 1s - loss: 0.1001 - acc: 0.9653


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- ETA: 1s - loss: 0.1004 - acc: 0.9649


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- ETA: 1s - loss: 0.0999 - acc: 0.9652


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- ETA: 1s - loss: 0.1011 - acc: 0.9650


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- ETA: 1s - loss: 0.1004 - acc: 0.9653


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- ETA: 0s - loss: 0.1001 - acc: 0.9654


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- ETA: 0s - loss: 0.0995 - acc: 0.9654


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- ETA: 0s - loss: 0.0992 - acc: 0.9657


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- ETA: 0s - loss: 0.0996 - acc: 0.9655


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- ETA: 0s - loss: 0.0992 - acc: 0.9655


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- ETA: 0s - loss: 0.0988 - acc: 0.9654

64/878 [=>............................]

- ETA: 0s - loss: 0.5270 - acc: 0.8906


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- ETA: 0s - loss: 0.3571 - acc: 0.9167


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- ETA: 0s - loss: 0.3311 - acc: 0.9219


448/878 [==============>...............]

- ETA: 0s - loss: 0.3421 - acc: 0.9219


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- ETA: 0s - loss: 0.3698 - acc: 0.9149


704/878 [=======================>......]

- ETA: 0s - loss: 0.3473 - acc: 0.9219


832/878 [===========================>..]

- ETA: 0s - loss: 0.3810 - acc: 0.9171


878/878 [==============================]

- 1s 617us/sample - loss: 0.3703 - acc: 0.9169



78/78 [==============================]

- 13s 167ms/step - loss: 0.0986 - acc: 0.9652 - val_loss: 0.3666 - val_acc: 0.9169


Epoch 75/100

1/78 [..............................]

- ETA: 5s - loss: 0.1463 - acc: 0.8906


2/78 [..............................]

- ETA: 5s - loss: 0.1056 - acc: 0.9375


3/78 [>.............................]

- ETA: 5s - loss: 0.1317 - acc: 0.9375


4/78 [>.............................]

- ETA: 5s - loss: 0.1194 - acc: 0.9453


5/78 [>.............................]

- ETA: 7s - loss: 0.1048 - acc: 0.9500


6/78 [=>............................]

- ETA: 8s - loss: 0.1103 - acc: 0.9505


7/78 [=>............................]

- ETA: 8s - loss: 0.0987 - acc: 0.9554


8/78 [==>...........................]

- ETA: 8s - loss: 0.0946 - acc: 0.9570


9/78 [==>...........................]

- ETA: 9s - loss: 0.0857 - acc: 0.9618


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- ETA: 9s - loss: 0.0869 - acc: 0.9641


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- ETA: 9s - loss: 0.0886 - acc: 0.9631


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- ETA: 9s - loss: 0.0908 - acc: 0.9622


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- ETA: 9s - loss: 0.0911 - acc: 0.9615


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- ETA: 9s - loss: 0.0873 - acc: 0.9643


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- ETA: 9s - loss: 0.0832 - acc: 0.9656


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- ETA: 9s - loss: 0.0813 - acc: 0.9668


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- ETA: 9s - loss: 0.0783 - acc: 0.9678


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- ETA: 9s - loss: 0.0751 - acc: 0.9696


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- ETA: 9s - loss: 0.0716 - acc: 0.9712


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- ETA: 9s - loss: 0.0691 - acc: 0.9727


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- ETA: 8s - loss: 0.0683 - acc: 0.9725


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- ETA: 8s - loss: 0.0679 - acc: 0.9723


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- ETA: 8s - loss: 0.0716 - acc: 0.9715


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- ETA: 8s - loss: 0.0776 - acc: 0.9694


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- ETA: 8s - loss: 0.0764 - acc: 0.9700


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- ETA: 8s - loss: 0.0779 - acc: 0.9700


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- ETA: 8s - loss: 0.0786 - acc: 0.9699


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- ETA: 8s - loss: 0.0827 - acc: 0.9676


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- ETA: 7s - loss: 0.0841 - acc: 0.9666


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- ETA: 7s - loss: 0.0858 - acc: 0.9656


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- ETA: 7s - loss: 0.0838 - acc: 0.9662


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- ETA: 7s - loss: 0.0829 - acc: 0.9663


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- ETA: 7s - loss: 0.0840 - acc: 0.9664


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- ETA: 7s - loss: 0.0830 - acc: 0.9669


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- ETA: 7s - loss: 0.0842 - acc: 0.9661


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- ETA: 6s - loss: 0.0848 - acc: 0.9653


37/78 [=============>................]

- ETA: 6s - loss: 0.0873 - acc: 0.9641


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- ETA: 6s - loss: 0.0857 - acc: 0.9646


39/78 [==============>...............]

- ETA: 6s - loss: 0.0842 - acc: 0.9655


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- ETA: 6s - loss: 0.0836 - acc: 0.9660


41/78 [==============>...............]

- ETA: 6s - loss: 0.0829 - acc: 0.9665


42/78 [===============>..............]

- ETA: 6s - loss: 0.0841 - acc: 0.9654


43/78 [===============>..............]

- ETA: 5s - loss: 0.0854 - acc: 0.9648


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- ETA: 5s - loss: 0.0847 - acc: 0.9652


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- ETA: 5s - loss: 0.0834 - acc: 0.9656


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- ETA: 5s - loss: 0.0867 - acc: 0.9650


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- ETA: 5s - loss: 0.0871 - acc: 0.9651


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- ETA: 5s - loss: 0.0880 - acc: 0.9645


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- ETA: 4s - loss: 0.0873 - acc: 0.9649


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- ETA: 4s - loss: 0.0857 - acc: 0.9656


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- ETA: 4s - loss: 0.0851 - acc: 0.9660


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- ETA: 4s - loss: 0.0849 - acc: 0.9663


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- ETA: 4s - loss: 0.0837 - acc: 0.9670


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- ETA: 4s - loss: 0.0831 - acc: 0.9673


55/78 [====================>.........]

- ETA: 3s - loss: 0.0849 - acc: 0.9665


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- ETA: 3s - loss: 0.0840 - acc: 0.9665


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- ETA: 3s - loss: 0.0847 - acc: 0.9663


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- ETA: 3s - loss: 0.0849 - acc: 0.9663


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- ETA: 3s - loss: 0.0842 - acc: 0.9664


60/78 [======================>.......]

- ETA: 3s - loss: 0.0837 - acc: 0.9667


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- ETA: 2s - loss: 0.0830 - acc: 0.9670


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- ETA: 2s - loss: 0.0832 - acc: 0.9670


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- ETA: 2s - loss: 0.0847 - acc: 0.9668


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- ETA: 2s - loss: 0.0846 - acc: 0.9668


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- ETA: 2s - loss: 0.0851 - acc: 0.9663


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- ETA: 2s - loss: 0.0850 - acc: 0.9664


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- ETA: 1s - loss: 0.0845 - acc: 0.9664


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- ETA: 1s - loss: 0.0839 - acc: 0.9665


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- ETA: 1s - loss: 0.0836 - acc: 0.9668


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- ETA: 1s - loss: 0.0828 - acc: 0.9673


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- ETA: 1s - loss: 0.0832 - acc: 0.9675


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- ETA: 1s - loss: 0.0835 - acc: 0.9675


73/78 [===========================>..]

- ETA: 0s - loss: 0.0848 - acc: 0.9671


74/78 [===========================>..]

- ETA: 0s - loss: 0.0838 - acc: 0.9676


75/78 [===========================>..]

- ETA: 0s - loss: 0.0834 - acc: 0.9678


76/78 [============================>.]

- ETA: 0s - loss: 0.0824 - acc: 0.9682


77/78 [============================>.]

- ETA: 0s - loss: 0.0824 - acc: 0.9680

64/878 [=>............................]

- ETA: 0s - loss: 0.4162 - acc: 0.8906


192/878 [=====>........................]

- ETA: 0s - loss: 0.3459 - acc: 0.9167


320/878 [=========>....................]

- ETA: 0s - loss: 0.3032 - acc: 0.9250


448/878 [==============>...............]

- ETA: 0s - loss: 0.3988 - acc: 0.9174


576/878 [==================>...........]

- ETA: 0s - loss: 0.3936 - acc: 0.9184


704/878 [=======================>......]

- ETA: 0s - loss: 0.3898 - acc: 0.9219


832/878 [===========================>..]

- ETA: 0s - loss: 0.4200 - acc: 0.9159


878/878 [==============================]

- 1s 590us/sample - loss: 0.4123 - acc: 0.9157



78/78 [==============================]

- 14s 177ms/step - loss: 0.0866 - acc: 0.9672 - val_loss: 0.4096 - val_acc: 0.9157


Epoch 76/100

1/78 [..............................]

- ETA: 5s - loss: 0.0690 - acc: 0.9688


2/78 [..............................]

- ETA: 5s - loss: 0.0516 - acc: 0.9766


3/78 [>.............................]

- ETA: 5s - loss: 0.0437 - acc: 0.9844


4/78 [>.............................]

- ETA: 5s - loss: 0.0525 - acc: 0.9844


5/78 [>.............................]

- ETA: 6s - loss: 0.0646 - acc: 0.9781


6/78 [=>............................]

- ETA: 7s - loss: 0.0549 - acc: 0.9818


7/78 [=>............................]

- ETA: 7s - loss: 0.0861 - acc: 0.9754


8/78 [==>...........................]

- ETA: 8s - loss: 0.0953 - acc: 0.9707


9/78 [==>...........................]

- ETA: 8s - loss: 0.0904 - acc: 0.9705


10/78 [==>...........................]

- ETA: 8s - loss: 0.0839 - acc: 0.9734


11/78 [===>..........................]

- ETA: 8s - loss: 0.0800 - acc: 0.9744


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- ETA: 8s - loss: 0.0756 - acc: 0.9766


13/78 [====>.........................]

- ETA: 8s - loss: 0.0732 - acc: 0.9772


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- ETA: 8s - loss: 0.0756 - acc: 0.9777


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- ETA: 8s - loss: 0.0855 - acc: 0.9750


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- ETA: 8s - loss: 0.0850 - acc: 0.9746


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- ETA: 8s - loss: 0.0833 - acc: 0.9752


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- ETA: 8s - loss: 0.0855 - acc: 0.9757


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- ETA: 8s - loss: 0.0821 - acc: 0.9770


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- ETA: 8s - loss: 0.0854 - acc: 0.9742


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- ETA: 8s - loss: 0.0836 - acc: 0.9740


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- ETA: 8s - loss: 0.0883 - acc: 0.9737


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- ETA: 8s - loss: 0.0895 - acc: 0.9728


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- ETA: 8s - loss: 0.0869 - acc: 0.9740


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- ETA: 7s - loss: 0.0875 - acc: 0.9731


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- ETA: 7s - loss: 0.0865 - acc: 0.9730


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- ETA: 7s - loss: 0.0876 - acc: 0.9734


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- ETA: 7s - loss: 0.0865 - acc: 0.9732


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- ETA: 7s - loss: 0.0866 - acc: 0.9725


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- ETA: 7s - loss: 0.0851 - acc: 0.9734


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- ETA: 7s - loss: 0.0831 - acc: 0.9743


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- ETA: 7s - loss: 0.0855 - acc: 0.9731


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- ETA: 6s - loss: 0.0835 - acc: 0.9740


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- ETA: 6s - loss: 0.0823 - acc: 0.9743


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- ETA: 6s - loss: 0.0834 - acc: 0.9741


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- ETA: 6s - loss: 0.0833 - acc: 0.9744


37/78 [=============>................]

- ETA: 6s - loss: 0.0820 - acc: 0.9751


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- ETA: 6s - loss: 0.0846 - acc: 0.9741


39/78 [==============>...............]

- ETA: 6s - loss: 0.0841 - acc: 0.9740


40/78 [==============>...............]

- ETA: 5s - loss: 0.0832 - acc: 0.9742


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- ETA: 5s - loss: 0.0831 - acc: 0.9741


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- ETA: 5s - loss: 0.0840 - acc: 0.9736


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- ETA: 5s - loss: 0.0837 - acc: 0.9735


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- ETA: 5s - loss: 0.0825 - acc: 0.9737


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- ETA: 5s - loss: 0.0831 - acc: 0.9733


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- ETA: 5s - loss: 0.0823 - acc: 0.9735


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- ETA: 4s - loss: 0.0833 - acc: 0.9731


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- ETA: 4s - loss: 0.0829 - acc: 0.9733


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- ETA: 4s - loss: 0.0821 - acc: 0.9735


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- ETA: 4s - loss: 0.0812 - acc: 0.9737


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- ETA: 4s - loss: 0.0810 - acc: 0.9740


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- ETA: 4s - loss: 0.0803 - acc: 0.9742


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- ETA: 3s - loss: 0.0806 - acc: 0.9741


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- ETA: 3s - loss: 0.0796 - acc: 0.9745


55/78 [====================>.........]

- ETA: 3s - loss: 0.0816 - acc: 0.9736


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- ETA: 3s - loss: 0.0807 - acc: 0.9735


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- ETA: 3s - loss: 0.0816 - acc: 0.9723


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- ETA: 3s - loss: 0.0815 - acc: 0.9725


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- ETA: 3s - loss: 0.0831 - acc: 0.9717


60/78 [======================>.......]

- ETA: 2s - loss: 0.0845 - acc: 0.9716


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- ETA: 2s - loss: 0.0839 - acc: 0.9718


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- ETA: 2s - loss: 0.0831 - acc: 0.9723


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- ETA: 2s - loss: 0.0835 - acc: 0.9720


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- ETA: 2s - loss: 0.0841 - acc: 0.9719


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- ETA: 2s - loss: 0.0867 - acc: 0.9714


66/78 [========================>.....]

- ETA: 1s - loss: 0.0873 - acc: 0.9709


67/78 [========================>.....]

- ETA: 1s - loss: 0.0881 - acc: 0.9707


68/78 [=========================>....]

- ETA: 1s - loss: 0.0888 - acc: 0.9707


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- ETA: 1s - loss: 0.0894 - acc: 0.9707


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- ETA: 1s - loss: 0.0897 - acc: 0.9704


71/78 [==========================>...]

- ETA: 1s - loss: 0.0896 - acc: 0.9704


72/78 [==========================>...]

- ETA: 0s - loss: 0.0895 - acc: 0.9704


73/78 [===========================>..]

- ETA: 0s - loss: 0.0895 - acc: 0.9703


74/78 [===========================>..]

- ETA: 0s - loss: 0.0909 - acc: 0.9695


75/78 [===========================>..]

- ETA: 0s - loss: 0.0916 - acc: 0.9693


76/78 [============================>.]

- ETA: 0s - loss: 0.0917 - acc: 0.9692


77/78 [============================>.]

- ETA: 0s - loss: 0.0911 - acc: 0.9696

64/878 [=>............................]

- ETA: 0s - loss: 0.5734 - acc: 0.9062


192/878 [=====>........................]

- ETA: 0s - loss: 0.4029 - acc: 0.9062


320/878 [=========>....................]

- ETA: 0s - loss: 0.4007 - acc: 0.9062


448/878 [==============>...............]

- ETA: 0s - loss: 0.4462 - acc: 0.9018


576/878 [==================>...........]

- ETA: 0s - loss: 0.4332 - acc: 0.8976


704/878 [=======================>......]

- ETA: 0s - loss: 0.4260 - acc: 0.9020


832/878 [===========================>..]

- ETA: 0s - loss: 0.4663 - acc: 0.8942


878/878 [==============================]

- 1s 602us/sample - loss: 0.4544 - acc: 0.8952



78/78 [==============================]

- 13s 167ms/step - loss: 0.0902 - acc: 0.9700 - val_loss: 0.4503 - val_acc: 0.8952


Epoch 77/100

1/78 [..............................]

- ETA: 5s - loss: 0.0440 - acc: 0.9844


2/78 [..............................]

- ETA: 5s - loss: 0.0951 - acc: 0.9609


3/78 [>.............................]

- ETA: 5s - loss: 0.0957 - acc: 0.9635


4/78 [>.............................]

- ETA: 6s - loss: 0.1043 - acc: 0.9648


5/78 [>.............................]

- ETA: 7s - loss: 0.0866 - acc: 0.9719


6/78 [=>............................]

- ETA: 8s - loss: 0.0797 - acc: 0.9740


7/78 [=>............................]

- ETA: 9s - loss: 0.0791 - acc: 0.9710


8/78 [==>...........................]

- ETA: 9s - loss: 0.0801 - acc: 0.9688


9/78 [==>...........................]

- ETA: 9s - loss: 0.0738 - acc: 0.9722


10/78 [==>...........................]

- ETA: 9s - loss: 0.0701 - acc: 0.9719


11/78 [===>..........................]

- ETA: 9s - loss: 0.0645 - acc: 0.9744


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- ETA: 9s - loss: 0.0684 - acc: 0.9727


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- ETA: 9s - loss: 0.0657 - acc: 0.9748


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- ETA: 9s - loss: 0.0674 - acc: 0.9732


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- ETA: 9s - loss: 0.0697 - acc: 0.9719


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- ETA: 9s - loss: 0.0661 - acc: 0.9736


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- ETA: 9s - loss: 0.0660 - acc: 0.9743


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- ETA: 9s - loss: 0.0636 - acc: 0.9757


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- ETA: 9s - loss: 0.0640 - acc: 0.9745


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- ETA: 9s - loss: 0.0647 - acc: 0.9734


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- ETA: 9s - loss: 0.0668 - acc: 0.9732


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- ETA: 8s - loss: 0.0681 - acc: 0.9730


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- ETA: 8s - loss: 0.0688 - acc: 0.9721


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- ETA: 8s - loss: 0.0666 - acc: 0.9733


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- ETA: 8s - loss: 0.0768 - acc: 0.9706


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- ETA: 8s - loss: 0.0766 - acc: 0.9700


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- ETA: 8s - loss: 0.0764 - acc: 0.9705


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- ETA: 8s - loss: 0.0762 - acc: 0.9704


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- ETA: 8s - loss: 0.0772 - acc: 0.9698


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- ETA: 7s - loss: 0.0769 - acc: 0.9703


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- ETA: 7s - loss: 0.0757 - acc: 0.9708


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- ETA: 7s - loss: 0.0752 - acc: 0.9712


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- ETA: 7s - loss: 0.0735 - acc: 0.9721


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- ETA: 7s - loss: 0.0797 - acc: 0.9706


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- ETA: 7s - loss: 0.0816 - acc: 0.9701


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- ETA: 7s - loss: 0.0810 - acc: 0.9705


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- ETA: 6s - loss: 0.0813 - acc: 0.9700


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- ETA: 6s - loss: 0.0826 - acc: 0.9700


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- ETA: 6s - loss: 0.0838 - acc: 0.9696


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- ETA: 6s - loss: 0.0837 - acc: 0.9691


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- ETA: 6s - loss: 0.0837 - acc: 0.9688


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- ETA: 6s - loss: 0.0821 - acc: 0.9695


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- ETA: 5s - loss: 0.0845 - acc: 0.9691


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- ETA: 5s - loss: 0.0860 - acc: 0.9677


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- ETA: 5s - loss: 0.0849 - acc: 0.9684


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- ETA: 5s - loss: 0.0843 - acc: 0.9688


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- ETA: 5s - loss: 0.0830 - acc: 0.9694


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- ETA: 5s - loss: 0.0823 - acc: 0.9697


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- ETA: 4s - loss: 0.0836 - acc: 0.9697


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- ETA: 4s - loss: 0.0833 - acc: 0.9697


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- ETA: 4s - loss: 0.0826 - acc: 0.9703


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- ETA: 4s - loss: 0.0819 - acc: 0.9703


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- ETA: 4s - loss: 0.0821 - acc: 0.9696


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- ETA: 4s - loss: 0.0818 - acc: 0.9699


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- ETA: 3s - loss: 0.0818 - acc: 0.9696


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- ETA: 3s - loss: 0.0809 - acc: 0.9701


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- ETA: 3s - loss: 0.0825 - acc: 0.9696


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- ETA: 3s - loss: 0.0817 - acc: 0.9698


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- ETA: 3s - loss: 0.0811 - acc: 0.9701


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- ETA: 3s - loss: 0.0805 - acc: 0.9703


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- ETA: 2s - loss: 0.0813 - acc: 0.9700


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- ETA: 2s - loss: 0.0820 - acc: 0.9695


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- ETA: 2s - loss: 0.0824 - acc: 0.9695


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- ETA: 2s - loss: 0.0813 - acc: 0.9700


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- ETA: 2s - loss: 0.0817 - acc: 0.9700


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- ETA: 2s - loss: 0.0812 - acc: 0.9702


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- ETA: 1s - loss: 0.0814 - acc: 0.9699


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- ETA: 1s - loss: 0.0814 - acc: 0.9699


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- ETA: 1s - loss: 0.0806 - acc: 0.9703


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- ETA: 1s - loss: 0.0799 - acc: 0.9708


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- ETA: 1s - loss: 0.0803 - acc: 0.9705


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- ETA: 1s - loss: 0.0805 - acc: 0.9705


73/78 [===========================>..]

- ETA: 0s - loss: 0.0798 - acc: 0.9707


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- ETA: 0s - loss: 0.0802 - acc: 0.9707


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- ETA: 0s - loss: 0.0805 - acc: 0.9706


76/78 [============================>.]

- ETA: 0s - loss: 0.0809 - acc: 0.9704


77/78 [============================>.]

- ETA: 0s - loss: 0.0813 - acc: 0.9703

64/878 [=>............................]

- ETA: 0s - loss: 0.6110 - acc: 0.9062


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- ETA: 0s - loss: 0.4319 - acc: 0.9323


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- ETA: 0s - loss: 0.4294 - acc: 0.9187


448/878 [==============>...............]

- ETA: 0s - loss: 0.4889 - acc: 0.9085


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- ETA: 0s - loss: 0.4942 - acc: 0.9080


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- ETA: 0s - loss: 0.4644 - acc: 0.9119


832/878 [===========================>..]

- ETA: 0s - loss: 0.4917 - acc: 0.9087


878/878 [==============================]

- 1s 601us/sample - loss: 0.4721 - acc: 0.9112



78/78 [==============================]

- 14s 179ms/step - loss: 0.0817 - acc: 0.9702 - val_loss: 0.4654 - val_acc: 0.9112


Epoch 78/100

1/78 [..............................]

- ETA: 5s - loss: 0.0449 - acc: 0.9688


2/78 [..............................]

- ETA: 5s - loss: 0.0395 - acc: 0.9766


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- ETA: 5s - loss: 0.0554 - acc: 0.9688


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- ETA: 5s - loss: 0.0599 - acc: 0.9688


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- ETA: 5s - loss: 0.0847 - acc: 0.9656


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- ETA: 6s - loss: 0.0767 - acc: 0.9688


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- ETA: 7s - loss: 0.0675 - acc: 0.9732


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- ETA: 7s - loss: 0.0708 - acc: 0.9707


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- ETA: 7s - loss: 0.0666 - acc: 0.9740


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- ETA: 8s - loss: 0.0631 - acc: 0.9750


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- ETA: 8s - loss: 0.0623 - acc: 0.9759


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- ETA: 8s - loss: 0.0603 - acc: 0.9753


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- ETA: 8s - loss: 0.0586 - acc: 0.9760


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- ETA: 8s - loss: 0.0595 - acc: 0.9754


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- ETA: 8s - loss: 0.0574 - acc: 0.9760


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- ETA: 8s - loss: 0.0622 - acc: 0.9746


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- ETA: 8s - loss: 0.0616 - acc: 0.9752


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- ETA: 8s - loss: 0.0608 - acc: 0.9757


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- ETA: 8s - loss: 0.0611 - acc: 0.9753


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- ETA: 8s - loss: 0.0621 - acc: 0.9750


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- ETA: 8s - loss: 0.0618 - acc: 0.9747


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- ETA: 8s - loss: 0.0625 - acc: 0.9744


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- ETA: 8s - loss: 0.0652 - acc: 0.9742


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- ETA: 7s - loss: 0.0651 - acc: 0.9746


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- ETA: 7s - loss: 0.0655 - acc: 0.9737


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- ETA: 7s - loss: 0.0650 - acc: 0.9742


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- ETA: 7s - loss: 0.0643 - acc: 0.9745


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- ETA: 7s - loss: 0.0641 - acc: 0.9743


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- ETA: 7s - loss: 0.0652 - acc: 0.9741


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- ETA: 7s - loss: 0.0641 - acc: 0.9750


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- ETA: 7s - loss: 0.0634 - acc: 0.9758


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- ETA: 6s - loss: 0.0659 - acc: 0.9741


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- ETA: 6s - loss: 0.0653 - acc: 0.9740


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- ETA: 6s - loss: 0.0661 - acc: 0.9738


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- ETA: 6s - loss: 0.0703 - acc: 0.9732


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- ETA: 6s - loss: 0.0703 - acc: 0.9735


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- ETA: 6s - loss: 0.0695 - acc: 0.9738


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- ETA: 6s - loss: 0.0683 - acc: 0.9745


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- ETA: 6s - loss: 0.0695 - acc: 0.9744


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- ETA: 5s - loss: 0.0691 - acc: 0.9742


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- ETA: 5s - loss: 0.0694 - acc: 0.9737


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- ETA: 5s - loss: 0.0717 - acc: 0.9728


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- ETA: 5s - loss: 0.0714 - acc: 0.9727


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- ETA: 5s - loss: 0.0706 - acc: 0.9730


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- ETA: 5s - loss: 0.0706 - acc: 0.9729


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- ETA: 4s - loss: 0.0707 - acc: 0.9728


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- ETA: 4s - loss: 0.0713 - acc: 0.9727


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- ETA: 4s - loss: 0.0725 - acc: 0.9723


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- ETA: 4s - loss: 0.0717 - acc: 0.9726


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- ETA: 4s - loss: 0.0709 - acc: 0.9731


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- ETA: 4s - loss: 0.0703 - acc: 0.9737


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- ETA: 4s - loss: 0.0697 - acc: 0.9739


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- ETA: 3s - loss: 0.0719 - acc: 0.9738


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- ETA: 3s - loss: 0.0722 - acc: 0.9737


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- ETA: 3s - loss: 0.0717 - acc: 0.9739


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- ETA: 3s - loss: 0.0716 - acc: 0.9741


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- ETA: 3s - loss: 0.0708 - acc: 0.9742


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- ETA: 3s - loss: 0.0698 - acc: 0.9747


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- ETA: 3s - loss: 0.0701 - acc: 0.9746


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- ETA: 2s - loss: 0.0704 - acc: 0.9745


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- ETA: 2s - loss: 0.0705 - acc: 0.9744


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- ETA: 2s - loss: 0.0727 - acc: 0.9735


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- ETA: 2s - loss: 0.0721 - acc: 0.9737


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- ETA: 2s - loss: 0.0723 - acc: 0.9735


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- ETA: 2s - loss: 0.0717 - acc: 0.9737


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- ETA: 1s - loss: 0.0712 - acc: 0.9738


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- ETA: 1s - loss: 0.0707 - acc: 0.9740


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- ETA: 1s - loss: 0.0702 - acc: 0.9742


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- ETA: 1s - loss: 0.0693 - acc: 0.9745


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- ETA: 1s - loss: 0.0687 - acc: 0.9747


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- ETA: 1s - loss: 0.0684 - acc: 0.9748


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- ETA: 0s - loss: 0.0691 - acc: 0.9747


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- ETA: 0s - loss: 0.0690 - acc: 0.9749


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- ETA: 0s - loss: 0.0689 - acc: 0.9748


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- ETA: 0s - loss: 0.0693 - acc: 0.9745


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- ETA: 0s - loss: 0.0689 - acc: 0.9746


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- ETA: 0s - loss: 0.0695 - acc: 0.9743

64/878 [=>............................]

- ETA: 0s - loss: 0.6480 - acc: 0.9062


192/878 [=====>........................]

- ETA: 0s - loss: 0.4877 - acc: 0.9010


320/878 [=========>....................]

- ETA: 0s - loss: 0.4706 - acc: 0.9062


448/878 [==============>...............]

- ETA: 0s - loss: 0.5390 - acc: 0.8996


576/878 [==================>...........]

- ETA: 0s - loss: 0.5366 - acc: 0.8958


704/878 [=======================>......]

- ETA: 0s - loss: 0.5210 - acc: 0.8977


832/878 [===========================>..]

- ETA: 0s - loss: 0.5411 - acc: 0.8966


878/878 [==============================]

- 1s 601us/sample - loss: 0.5273 - acc: 0.8975



78/78 [==============================]

- 13s 166ms/step - loss: 0.0711 - acc: 0.9741 - val_loss: 0.5226 - val_acc: 0.8975


Epoch 79/100

1/78 [..............................]

- ETA: 5s - loss: 0.0391 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0371 - acc: 0.9922


3/78 [>.............................]

- ETA: 5s - loss: 0.0347 - acc: 0.9896


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- ETA: 5s - loss: 0.0466 - acc: 0.9805


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- ETA: 6s - loss: 0.0487 - acc: 0.9812


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- ETA: 7s - loss: 0.0451 - acc: 0.9818


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- ETA: 8s - loss: 0.0411 - acc: 0.9844


8/78 [==>...........................]

- ETA: 8s - loss: 0.0454 - acc: 0.9805


9/78 [==>...........................]

- ETA: 8s - loss: 0.0437 - acc: 0.9809


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- ETA: 9s - loss: 0.0538 - acc: 0.9812


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- ETA: 9s - loss: 0.0576 - acc: 0.9801


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- ETA: 9s - loss: 0.0662 - acc: 0.9753


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- ETA: 9s - loss: 0.0645 - acc: 0.9760


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- ETA: 9s - loss: 0.0603 - acc: 0.9777


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- ETA: 9s - loss: 0.0617 - acc: 0.9771


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- ETA: 9s - loss: 0.0598 - acc: 0.9785


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- ETA: 9s - loss: 0.0628 - acc: 0.9779


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- ETA: 9s - loss: 0.0642 - acc: 0.9774


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- ETA: 8s - loss: 0.0627 - acc: 0.9770


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- ETA: 8s - loss: 0.0619 - acc: 0.9773


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- ETA: 8s - loss: 0.0607 - acc: 0.9784


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- ETA: 8s - loss: 0.0615 - acc: 0.9773


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- ETA: 8s - loss: 0.0600 - acc: 0.9776


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- ETA: 8s - loss: 0.0589 - acc: 0.9779


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- ETA: 8s - loss: 0.0614 - acc: 0.9775


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- ETA: 8s - loss: 0.0614 - acc: 0.9772


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- ETA: 8s - loss: 0.0715 - acc: 0.9751


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- ETA: 7s - loss: 0.0708 - acc: 0.9749


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- ETA: 7s - loss: 0.0686 - acc: 0.9758


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- ETA: 7s - loss: 0.0694 - acc: 0.9755


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- ETA: 7s - loss: 0.0684 - acc: 0.9758


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- ETA: 7s - loss: 0.0674 - acc: 0.9761


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- ETA: 7s - loss: 0.0656 - acc: 0.9766


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- ETA: 6s - loss: 0.0676 - acc: 0.9750


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- ETA: 6s - loss: 0.0677 - acc: 0.9743


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- ETA: 6s - loss: 0.0672 - acc: 0.9742


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- ETA: 6s - loss: 0.0663 - acc: 0.9745


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- ETA: 6s - loss: 0.0653 - acc: 0.9751


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- ETA: 6s - loss: 0.0664 - acc: 0.9754


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- ETA: 6s - loss: 0.0660 - acc: 0.9752


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- ETA: 5s - loss: 0.0674 - acc: 0.9747


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- ETA: 5s - loss: 0.0667 - acc: 0.9749


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- ETA: 5s - loss: 0.0653 - acc: 0.9755


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- ETA: 5s - loss: 0.0645 - acc: 0.9760


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- ETA: 5s - loss: 0.0675 - acc: 0.9752


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- ETA: 5s - loss: 0.0669 - acc: 0.9754


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- ETA: 5s - loss: 0.0665 - acc: 0.9752


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- ETA: 4s - loss: 0.0656 - acc: 0.9758


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- ETA: 4s - loss: 0.0644 - acc: 0.9763


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- ETA: 4s - loss: 0.0646 - acc: 0.9758


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- ETA: 4s - loss: 0.0649 - acc: 0.9760


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- ETA: 4s - loss: 0.0658 - acc: 0.9755


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- ETA: 4s - loss: 0.0659 - acc: 0.9757


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- ETA: 3s - loss: 0.0656 - acc: 0.9759


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- ETA: 3s - loss: 0.0661 - acc: 0.9760


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- ETA: 3s - loss: 0.0670 - acc: 0.9759


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- ETA: 3s - loss: 0.0686 - acc: 0.9758


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- ETA: 3s - loss: 0.0680 - acc: 0.9762


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- ETA: 3s - loss: 0.0672 - acc: 0.9766


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- ETA: 2s - loss: 0.0670 - acc: 0.9764


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- ETA: 2s - loss: 0.0676 - acc: 0.9763


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- ETA: 2s - loss: 0.0688 - acc: 0.9762


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- ETA: 2s - loss: 0.0685 - acc: 0.9763


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- ETA: 2s - loss: 0.0690 - acc: 0.9762


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- ETA: 2s - loss: 0.0708 - acc: 0.9754


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- ETA: 2s - loss: 0.0712 - acc: 0.9753


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- ETA: 1s - loss: 0.0725 - acc: 0.9749


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- ETA: 1s - loss: 0.0724 - acc: 0.9748


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- ETA: 1s - loss: 0.0722 - acc: 0.9748


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- ETA: 1s - loss: 0.0729 - acc: 0.9744


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- ETA: 1s - loss: 0.0721 - acc: 0.9748


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- ETA: 1s - loss: 0.0730 - acc: 0.9743


73/78 [===========================>..]

- ETA: 0s - loss: 0.0734 - acc: 0.9742


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- ETA: 0s - loss: 0.0737 - acc: 0.9741


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- ETA: 0s - loss: 0.0737 - acc: 0.9741


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- ETA: 0s - loss: 0.0736 - acc: 0.9740


77/78 [============================>.]

- ETA: 0s - loss: 0.0747 - acc: 0.9739

64/878 [=>............................]

- ETA: 0s - loss: 0.5507 - acc: 0.9062


192/878 [=====>........................]

- ETA: 0s - loss: 0.3611 - acc: 0.9323


320/878 [=========>....................]

- ETA: 0s - loss: 0.3239 - acc: 0.9281


448/878 [==============>...............]

- ETA: 0s - loss: 0.3821 - acc: 0.9196


576/878 [==================>...........]

- ETA: 0s - loss: 0.4053 - acc: 0.9149


704/878 [=======================>......]

- ETA: 0s - loss: 0.4092 - acc: 0.9162


832/878 [===========================>..]

- ETA: 0s - loss: 0.4400 - acc: 0.9111


878/878 [==============================]

- 1s 588us/sample - loss: 0.4268 - acc: 0.9146



78/78 [==============================]

- 14s 175ms/step - loss: 0.0744 - acc: 0.9741 - val_loss: 0.4224 - val_acc: 0.9146


Epoch 80/100

1/78 [..............................]

- ETA: 6s - loss: 0.0514 - acc: 0.9844


2/78 [..............................]

- ETA: 7s - loss: 0.0589 - acc: 0.9844


3/78 [>.............................]

- ETA: 8s - loss: 0.0457 - acc: 0.9896


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- ETA: 8s - loss: 0.0783 - acc: 0.9727


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- ETA: 8s - loss: 0.0714 - acc: 0.9750


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- ETA: 7s - loss: 0.0663 - acc: 0.9766


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- ETA: 8s - loss: 0.0765 - acc: 0.9732


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- ETA: 8s - loss: 0.0782 - acc: 0.9727


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- ETA: 8s - loss: 0.0946 - acc: 0.9705


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- ETA: 8s - loss: 0.0940 - acc: 0.9703


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- ETA: 9s - loss: 0.0935 - acc: 0.9702


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- ETA: 9s - loss: 0.0872 - acc: 0.9727


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- ETA: 9s - loss: 0.0894 - acc: 0.9712


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- ETA: 9s - loss: 0.0860 - acc: 0.9732


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- ETA: 9s - loss: 0.0853 - acc: 0.9719


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- ETA: 9s - loss: 0.0877 - acc: 0.9697


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- ETA: 8s - loss: 0.0859 - acc: 0.9710


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- ETA: 8s - loss: 0.0857 - acc: 0.9709


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- ETA: 8s - loss: 0.0879 - acc: 0.9699


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- ETA: 8s - loss: 0.0859 - acc: 0.9707


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- ETA: 8s - loss: 0.0836 - acc: 0.9713


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- ETA: 8s - loss: 0.0834 - acc: 0.9712


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- ETA: 8s - loss: 0.0844 - acc: 0.9711


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- ETA: 8s - loss: 0.0820 - acc: 0.9717


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- ETA: 8s - loss: 0.0810 - acc: 0.9715


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- ETA: 7s - loss: 0.0852 - acc: 0.9702


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- ETA: 7s - loss: 0.0829 - acc: 0.9713


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- ETA: 7s - loss: 0.0822 - acc: 0.9712


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- ETA: 7s - loss: 0.0816 - acc: 0.9717


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- ETA: 7s - loss: 0.0816 - acc: 0.9711


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- ETA: 7s - loss: 0.0823 - acc: 0.9710


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- ETA: 7s - loss: 0.0800 - acc: 0.9719


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- ETA: 7s - loss: 0.0795 - acc: 0.9723


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- ETA: 6s - loss: 0.0829 - acc: 0.9713


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- ETA: 6s - loss: 0.0824 - acc: 0.9712


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- ETA: 6s - loss: 0.0841 - acc: 0.9698


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- ETA: 6s - loss: 0.0827 - acc: 0.9702


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- ETA: 6s - loss: 0.0854 - acc: 0.9697


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- ETA: 6s - loss: 0.0848 - acc: 0.9701


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- ETA: 5s - loss: 0.0853 - acc: 0.9693


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- ETA: 5s - loss: 0.0848 - acc: 0.9689


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- ETA: 5s - loss: 0.0855 - acc: 0.9685


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- ETA: 5s - loss: 0.0853 - acc: 0.9685


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- ETA: 5s - loss: 0.0845 - acc: 0.9689


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- ETA: 5s - loss: 0.0832 - acc: 0.9692


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- ETA: 5s - loss: 0.0829 - acc: 0.9689


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- ETA: 4s - loss: 0.0816 - acc: 0.9692


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- ETA: 4s - loss: 0.0816 - acc: 0.9692


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- ETA: 4s - loss: 0.0809 - acc: 0.9692


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- ETA: 4s - loss: 0.0802 - acc: 0.9692


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- ETA: 4s - loss: 0.0814 - acc: 0.9689


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- ETA: 4s - loss: 0.0837 - acc: 0.9680


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- ETA: 3s - loss: 0.0827 - acc: 0.9683


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- ETA: 3s - loss: 0.0836 - acc: 0.9683


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- ETA: 3s - loss: 0.0829 - acc: 0.9686


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- ETA: 3s - loss: 0.0830 - acc: 0.9683


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- ETA: 3s - loss: 0.0843 - acc: 0.9678


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- ETA: 3s - loss: 0.0844 - acc: 0.9678


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- ETA: 3s - loss: 0.0846 - acc: 0.9675


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- ETA: 2s - loss: 0.0841 - acc: 0.9675


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- ETA: 2s - loss: 0.0831 - acc: 0.9681


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- ETA: 2s - loss: 0.0830 - acc: 0.9681


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- ETA: 2s - loss: 0.0833 - acc: 0.9681


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- ETA: 2s - loss: 0.0826 - acc: 0.9681


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- ETA: 2s - loss: 0.0821 - acc: 0.9684


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- ETA: 1s - loss: 0.0821 - acc: 0.9684


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- ETA: 1s - loss: 0.0813 - acc: 0.9688


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- ETA: 1s - loss: 0.0808 - acc: 0.9691


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- ETA: 1s - loss: 0.0813 - acc: 0.9691


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- ETA: 1s - loss: 0.0815 - acc: 0.9688


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- ETA: 1s - loss: 0.0811 - acc: 0.9691


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- ETA: 0s - loss: 0.0803 - acc: 0.9693


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- ETA: 0s - loss: 0.0801 - acc: 0.9695


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- ETA: 0s - loss: 0.0797 - acc: 0.9695


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- ETA: 0s - loss: 0.0807 - acc: 0.9693


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- ETA: 0s - loss: 0.0807 - acc: 0.9690


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- ETA: 0s - loss: 0.0839 - acc: 0.9682

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- ETA: 0s - loss: 0.6826 - acc: 0.8906


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- ETA: 0s - loss: 0.5233 - acc: 0.8906


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- ETA: 0s - loss: 0.4130 - acc: 0.9000


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- ETA: 0s - loss: 0.4468 - acc: 0.9040


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- ETA: 0s - loss: 0.4491 - acc: 0.8993


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- ETA: 0s - loss: 0.4718 - acc: 0.9020


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- ETA: 0s - loss: 0.4993 - acc: 0.9014


878/878 [==============================]

- 1s 593us/sample - loss: 0.4841 - acc: 0.9032



78/78 [==============================]

- 13s 169ms/step - loss: 0.0835 - acc: 0.9684 - val_loss: 0.4789 - val_acc: 0.9032


Epoch 81/100

1/78 [..............................]

- ETA: 5s - loss: 0.1824 - acc: 0.9219


2/78 [..............................]

- ETA: 5s - loss: 0.1160 - acc: 0.9609


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- ETA: 6s - loss: 0.1095 - acc: 0.9583


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- ETA: 6s - loss: 0.0937 - acc: 0.9688


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- ETA: 7s - loss: 0.0915 - acc: 0.9688


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- ETA: 7s - loss: 0.0793 - acc: 0.9740


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- ETA: 8s - loss: 0.0877 - acc: 0.9688


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- ETA: 8s - loss: 0.0852 - acc: 0.9688


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- ETA: 9s - loss: 0.0827 - acc: 0.9670


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- ETA: 9s - loss: 0.0897 - acc: 0.9656


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- ETA: 9s - loss: 0.0876 - acc: 0.9659


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- ETA: 9s - loss: 0.0928 - acc: 0.9635


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- ETA: 9s - loss: 0.0882 - acc: 0.9663


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- ETA: 9s - loss: 0.0841 - acc: 0.9676


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- ETA: 9s - loss: 0.0816 - acc: 0.9677


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- ETA: 9s - loss: 0.0789 - acc: 0.9688


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- ETA: 9s - loss: 0.0751 - acc: 0.9706


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- ETA: 9s - loss: 0.0755 - acc: 0.9705


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- ETA: 9s - loss: 0.0740 - acc: 0.9712


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- ETA: 8s - loss: 0.0798 - acc: 0.9711


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- ETA: 8s - loss: 0.0788 - acc: 0.9717


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- ETA: 8s - loss: 0.0804 - acc: 0.9709


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- ETA: 8s - loss: 0.0796 - acc: 0.9708


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- ETA: 8s - loss: 0.0795 - acc: 0.9714


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- ETA: 8s - loss: 0.0772 - acc: 0.9725


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- ETA: 8s - loss: 0.0774 - acc: 0.9718


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- ETA: 8s - loss: 0.0758 - acc: 0.9728


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- ETA: 8s - loss: 0.0773 - acc: 0.9715


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- ETA: 7s - loss: 0.0781 - acc: 0.9709


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- ETA: 7s - loss: 0.0776 - acc: 0.9708


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- ETA: 7s - loss: 0.0777 - acc: 0.9713


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- ETA: 7s - loss: 0.0777 - acc: 0.9712


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- ETA: 7s - loss: 0.0774 - acc: 0.9711


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- ETA: 7s - loss: 0.0770 - acc: 0.9713


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- ETA: 7s - loss: 0.0766 - acc: 0.9716


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- ETA: 6s - loss: 0.0762 - acc: 0.9720


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- ETA: 6s - loss: 0.0753 - acc: 0.9719


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- ETA: 6s - loss: 0.0738 - acc: 0.9726


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- ETA: 6s - loss: 0.0742 - acc: 0.9730


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- ETA: 6s - loss: 0.0747 - acc: 0.9725


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- ETA: 6s - loss: 0.0731 - acc: 0.9731


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- ETA: 5s - loss: 0.0718 - acc: 0.9734


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- ETA: 5s - loss: 0.0715 - acc: 0.9729


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- ETA: 5s - loss: 0.0722 - acc: 0.9728


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- ETA: 5s - loss: 0.0719 - acc: 0.9727


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- ETA: 5s - loss: 0.0726 - acc: 0.9723


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- ETA: 5s - loss: 0.0755 - acc: 0.9722


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- ETA: 5s - loss: 0.0758 - acc: 0.9725


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- ETA: 4s - loss: 0.0760 - acc: 0.9727


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- ETA: 4s - loss: 0.0754 - acc: 0.9727


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- ETA: 4s - loss: 0.0747 - acc: 0.9729


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- ETA: 4s - loss: 0.0737 - acc: 0.9734


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- ETA: 4s - loss: 0.0734 - acc: 0.9736


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- ETA: 4s - loss: 0.0752 - acc: 0.9735


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- ETA: 3s - loss: 0.0753 - acc: 0.9734


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- ETA: 3s - loss: 0.0752 - acc: 0.9731


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- ETA: 3s - loss: 0.0755 - acc: 0.9730


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- ETA: 3s - loss: 0.0747 - acc: 0.9735


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- ETA: 3s - loss: 0.0753 - acc: 0.9731


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- ETA: 3s - loss: 0.0749 - acc: 0.9730


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- ETA: 2s - loss: 0.0749 - acc: 0.9732


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- ETA: 2s - loss: 0.0762 - acc: 0.9729


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- ETA: 2s - loss: 0.0772 - acc: 0.9728


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- ETA: 2s - loss: 0.0763 - acc: 0.9733


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- ETA: 2s - loss: 0.0762 - acc: 0.9732


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- ETA: 2s - loss: 0.0768 - acc: 0.9731


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- ETA: 1s - loss: 0.0765 - acc: 0.9731


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- ETA: 1s - loss: 0.0762 - acc: 0.9732


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- ETA: 1s - loss: 0.0778 - acc: 0.9732


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- ETA: 1s - loss: 0.0773 - acc: 0.9733


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- ETA: 1s - loss: 0.0766 - acc: 0.9735


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- ETA: 1s - loss: 0.0770 - acc: 0.9732


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- ETA: 0s - loss: 0.0766 - acc: 0.9734


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- ETA: 0s - loss: 0.0768 - acc: 0.9735


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- ETA: 0s - loss: 0.0764 - acc: 0.9736


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- ETA: 0s - loss: 0.0766 - acc: 0.9734


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- ETA: 0s - loss: 0.0760 - acc: 0.9737

64/878 [=>............................]

- ETA: 0s - loss: 0.7667 - acc: 0.9062


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- ETA: 0s - loss: 0.4460 - acc: 0.9115


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- ETA: 0s - loss: 0.4076 - acc: 0.9125


448/878 [==============>...............]

- ETA: 0s - loss: 0.4752 - acc: 0.9040


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- ETA: 0s - loss: 0.5004 - acc: 0.8993


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- ETA: 0s - loss: 0.4814 - acc: 0.9020


832/878 [===========================>..]

- ETA: 0s - loss: 0.5063 - acc: 0.9002


878/878 [==============================]

- 1s 622us/sample - loss: 0.4986 - acc: 0.9009



78/78 [==============================]

- 14s 178ms/step - loss: 0.0767 - acc: 0.9737 - val_loss: 0.4959 - val_acc: 0.9009


Epoch 82/100

1/78 [..............................]

- ETA: 6s - loss: 0.1586 - acc: 0.9375


2/78 [..............................]

- ETA: 6s - loss: 0.1330 - acc: 0.9531


3/78 [>.............................]

- ETA: 6s - loss: 0.0937 - acc: 0.9688


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- ETA: 6s - loss: 0.1112 - acc: 0.9688


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- ETA: 6s - loss: 0.0977 - acc: 0.9750


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- ETA: 7s - loss: 0.1037 - acc: 0.9688


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- ETA: 8s - loss: 0.1078 - acc: 0.9621


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- ETA: 8s - loss: 0.1004 - acc: 0.9648


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- ETA: 8s - loss: 0.0958 - acc: 0.9653


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- ETA: 9s - loss: 0.0989 - acc: 0.9641


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- ETA: 9s - loss: 0.1023 - acc: 0.9645


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- ETA: 9s - loss: 0.0999 - acc: 0.9648


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- ETA: 9s - loss: 0.0937 - acc: 0.9675


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- ETA: 9s - loss: 0.0939 - acc: 0.9665


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- ETA: 9s - loss: 0.0886 - acc: 0.9688


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- ETA: 9s - loss: 0.0884 - acc: 0.9678


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- ETA: 9s - loss: 0.0963 - acc: 0.9660


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- ETA: 9s - loss: 0.0964 - acc: 0.9661


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- ETA: 8s - loss: 0.0934 - acc: 0.9663


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- ETA: 8s - loss: 0.0928 - acc: 0.9656


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- ETA: 8s - loss: 0.0903 - acc: 0.9665


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- ETA: 8s - loss: 0.0885 - acc: 0.9666


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- ETA: 8s - loss: 0.0862 - acc: 0.9681


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- ETA: 8s - loss: 0.0895 - acc: 0.9661


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- ETA: 8s - loss: 0.0930 - acc: 0.9650


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- ETA: 8s - loss: 0.0957 - acc: 0.9633


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- ETA: 8s - loss: 0.1026 - acc: 0.9612


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- ETA: 7s - loss: 0.1039 - acc: 0.9609


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- ETA: 7s - loss: 0.1013 - acc: 0.9617


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- ETA: 7s - loss: 0.1018 - acc: 0.9620


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- ETA: 7s - loss: 0.1071 - acc: 0.9612


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- ETA: 7s - loss: 0.1145 - acc: 0.9590


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- ETA: 7s - loss: 0.1153 - acc: 0.9588


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- ETA: 7s - loss: 0.1128 - acc: 0.9600


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- ETA: 6s - loss: 0.1120 - acc: 0.9607


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- ETA: 6s - loss: 0.1120 - acc: 0.9596


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- ETA: 6s - loss: 0.1169 - acc: 0.9582


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- ETA: 6s - loss: 0.1148 - acc: 0.9589


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- ETA: 6s - loss: 0.1156 - acc: 0.9587


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- ETA: 6s - loss: 0.1161 - acc: 0.9583


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- ETA: 5s - loss: 0.1142 - acc: 0.9593


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- ETA: 5s - loss: 0.1147 - acc: 0.9595


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- ETA: 5s - loss: 0.1152 - acc: 0.9598


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- ETA: 5s - loss: 0.1144 - acc: 0.9603


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- ETA: 5s - loss: 0.1129 - acc: 0.9609


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- ETA: 5s - loss: 0.1122 - acc: 0.9614


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- ETA: 5s - loss: 0.1152 - acc: 0.9612


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- ETA: 4s - loss: 0.1160 - acc: 0.9604


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- ETA: 4s - loss: 0.1157 - acc: 0.9602


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- ETA: 4s - loss: 0.1159 - acc: 0.9607


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- ETA: 4s - loss: 0.1140 - acc: 0.9615


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- ETA: 4s - loss: 0.1148 - acc: 0.9604


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- ETA: 4s - loss: 0.1149 - acc: 0.9603


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- ETA: 3s - loss: 0.1145 - acc: 0.9607


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- ETA: 3s - loss: 0.1161 - acc: 0.9603


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- ETA: 3s - loss: 0.1157 - acc: 0.9602


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- ETA: 3s - loss: 0.1159 - acc: 0.9598


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- ETA: 3s - loss: 0.1153 - acc: 0.9599


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- ETA: 3s - loss: 0.1142 - acc: 0.9603


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- ETA: 2s - loss: 0.1135 - acc: 0.9605


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- ETA: 2s - loss: 0.1134 - acc: 0.9606


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- ETA: 2s - loss: 0.1143 - acc: 0.9602


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- ETA: 2s - loss: 0.1137 - acc: 0.9604


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- ETA: 2s - loss: 0.1145 - acc: 0.9598


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- ETA: 2s - loss: 0.1154 - acc: 0.9599


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- ETA: 1s - loss: 0.1141 - acc: 0.9603


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- ETA: 1s - loss: 0.1129 - acc: 0.9609


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- ETA: 1s - loss: 0.1125 - acc: 0.9612


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- ETA: 1s - loss: 0.1124 - acc: 0.9611


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- ETA: 1s - loss: 0.1115 - acc: 0.9614


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- ETA: 1s - loss: 0.1111 - acc: 0.9613


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- ETA: 0s - loss: 0.1104 - acc: 0.9616


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- ETA: 0s - loss: 0.1095 - acc: 0.9617


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- ETA: 0s - loss: 0.1085 - acc: 0.9618


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- ETA: 0s - loss: 0.1075 - acc: 0.9624


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- ETA: 0s - loss: 0.1068 - acc: 0.9624


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- ETA: 0s - loss: 0.1062 - acc: 0.9625

64/878 [=>............................]

- ETA: 0s - loss: 0.6729 - acc: 0.9062


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- ETA: 0s - loss: 0.3712 - acc: 0.9271


320/878 [=========>....................]

- ETA: 0s - loss: 0.3574 - acc: 0.9187


448/878 [==============>...............]

- ETA: 0s - loss: 0.4027 - acc: 0.9129


576/878 [==================>...........]

- ETA: 0s - loss: 0.4089 - acc: 0.9115


704/878 [=======================>......]

- ETA: 0s - loss: 0.3887 - acc: 0.9190


832/878 [===========================>..]

- ETA: 0s - loss: 0.3964 - acc: 0.9171


878/878 [==============================]

- 1s 596us/sample - loss: 0.3864 - acc: 0.9169



78/78 [==============================]

- 14s 173ms/step - loss: 0.1059 - acc: 0.9626 - val_loss: 0.3830 - val_acc: 0.9169


Epoch 83/100

1/78 [..............................]

- ETA: 5s - loss: 0.0318 - acc: 0.9844


2/78 [..............................]

- ETA: 6s - loss: 0.0478 - acc: 0.9844


3/78 [>.............................]

- ETA: 6s - loss: 0.0356 - acc: 0.9896


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- ETA: 6s - loss: 0.0357 - acc: 0.9844


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- ETA: 7s - loss: 0.0406 - acc: 0.9844


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- ETA: 8s - loss: 0.0414 - acc: 0.9818


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- ETA: 8s - loss: 0.0535 - acc: 0.9777


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- ETA: 9s - loss: 0.0496 - acc: 0.9805


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- ETA: 9s - loss: 0.0511 - acc: 0.9792


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- ETA: 9s - loss: 0.0548 - acc: 0.9766


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- ETA: 9s - loss: 0.0526 - acc: 0.9773


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- ETA: 9s - loss: 0.0538 - acc: 0.9766


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- ETA: 9s - loss: 0.0620 - acc: 0.9748


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- ETA: 9s - loss: 0.0623 - acc: 0.9743


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- ETA: 9s - loss: 0.0656 - acc: 0.9729


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- ETA: 9s - loss: 0.0792 - acc: 0.9717


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- ETA: 9s - loss: 0.0810 - acc: 0.9715


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- ETA: 9s - loss: 0.0798 - acc: 0.9714


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- ETA: 9s - loss: 0.0763 - acc: 0.9729


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- ETA: 9s - loss: 0.0772 - acc: 0.9719


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- ETA: 8s - loss: 0.0769 - acc: 0.9717


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- ETA: 8s - loss: 0.0778 - acc: 0.9709


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- ETA: 8s - loss: 0.0809 - acc: 0.9701


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- ETA: 8s - loss: 0.0835 - acc: 0.9701


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- ETA: 8s - loss: 0.0831 - acc: 0.9700


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- ETA: 8s - loss: 0.0821 - acc: 0.9706


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- ETA: 8s - loss: 0.0821 - acc: 0.9693


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- ETA: 8s - loss: 0.0809 - acc: 0.9693


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- ETA: 7s - loss: 0.0817 - acc: 0.9690


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- ETA: 7s - loss: 0.0826 - acc: 0.9684


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- ETA: 7s - loss: 0.0836 - acc: 0.9674


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- ETA: 7s - loss: 0.0845 - acc: 0.9670


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- ETA: 7s - loss: 0.0840 - acc: 0.9675


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- ETA: 7s - loss: 0.0820 - acc: 0.9685


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- ETA: 7s - loss: 0.0814 - acc: 0.9685


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- ETA: 6s - loss: 0.0809 - acc: 0.9689


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- ETA: 6s - loss: 0.0793 - acc: 0.9698


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- ETA: 6s - loss: 0.0798 - acc: 0.9689


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- ETA: 6s - loss: 0.0781 - acc: 0.9697


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- ETA: 6s - loss: 0.0794 - acc: 0.9697


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- ETA: 6s - loss: 0.0791 - acc: 0.9697


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- ETA: 5s - loss: 0.0787 - acc: 0.9697


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- ETA: 5s - loss: 0.0782 - acc: 0.9700


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- ETA: 5s - loss: 0.0771 - acc: 0.9707


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- ETA: 5s - loss: 0.0793 - acc: 0.9699


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- ETA: 5s - loss: 0.0785 - acc: 0.9703


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- ETA: 5s - loss: 0.0792 - acc: 0.9692


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- ETA: 4s - loss: 0.0780 - acc: 0.9699


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- ETA: 4s - loss: 0.0774 - acc: 0.9702


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- ETA: 4s - loss: 0.0769 - acc: 0.9704


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- ETA: 4s - loss: 0.0774 - acc: 0.9701


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- ETA: 4s - loss: 0.0763 - acc: 0.9707


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- ETA: 4s - loss: 0.0757 - acc: 0.9709


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- ETA: 4s - loss: 0.0753 - acc: 0.9712


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- ETA: 3s - loss: 0.0745 - acc: 0.9714


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- ETA: 3s - loss: 0.0746 - acc: 0.9714


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- ETA: 3s - loss: 0.0738 - acc: 0.9716


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- ETA: 3s - loss: 0.0735 - acc: 0.9718


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- ETA: 3s - loss: 0.0727 - acc: 0.9721


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- ETA: 3s - loss: 0.0730 - acc: 0.9717


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- ETA: 2s - loss: 0.0753 - acc: 0.9716


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- ETA: 2s - loss: 0.0743 - acc: 0.9721


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- ETA: 2s - loss: 0.0740 - acc: 0.9718


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- ETA: 2s - loss: 0.0739 - acc: 0.9722


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- ETA: 1s - loss: 0.0739 - acc: 0.9724


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- ETA: 1s - loss: 0.0744 - acc: 0.9718


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- ETA: 1s - loss: 0.0754 - acc: 0.9716


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- ETA: 1s - loss: 0.0749 - acc: 0.9719


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- ETA: 1s - loss: 0.0739 - acc: 0.9723


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- ETA: 0s - loss: 0.0732 - acc: 0.9727


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- ETA: 0s - loss: 0.0730 - acc: 0.9727


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- ETA: 0s - loss: 0.0723 - acc: 0.9730


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- ETA: 0s - loss: 0.0728 - acc: 0.9728


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- ETA: 0s - loss: 0.0724 - acc: 0.9729

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- ETA: 0s - loss: 0.6144 - acc: 0.9062


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- ETA: 0s - loss: 0.3738 - acc: 0.9167


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- ETA: 0s - loss: 0.3456 - acc: 0.9156


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- ETA: 0s - loss: 0.3972 - acc: 0.9107


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- ETA: 0s - loss: 0.3992 - acc: 0.9132


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- ETA: 0s - loss: 0.3875 - acc: 0.9162


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- ETA: 0s - loss: 0.4327 - acc: 0.9111


878/878 [==============================]

- 1s 587us/sample - loss: 0.4265 - acc: 0.9100



78/78 [==============================]

- 14s 176ms/step - loss: 0.0724 - acc: 0.9729 - val_loss: 0.4244 - val_acc: 0.9100


Epoch 84/100

1/78 [..............................]

- ETA: 5s - loss: 0.0421 - acc: 0.9844


2/78 [..............................]

- ETA: 5s - loss: 0.0333 - acc: 0.9922


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- ETA: 5s - loss: 0.0543 - acc: 0.9792


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- ETA: 5s - loss: 0.0544 - acc: 0.9805


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- ETA: 6s - loss: 0.0497 - acc: 0.9812


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- ETA: 7s - loss: 0.0674 - acc: 0.9766


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- ETA: 7s - loss: 0.0602 - acc: 0.9790


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- ETA: 7s - loss: 0.0614 - acc: 0.9797


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- ETA: 8s - loss: 0.0639 - acc: 0.9785


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- ETA: 8s - loss: 0.0614 - acc: 0.9791


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- ETA: 8s - loss: 0.0576 - acc: 0.9810


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- ETA: 8s - loss: 0.0576 - acc: 0.9813


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- ETA: 8s - loss: 0.0570 - acc: 0.9815


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- ETA: 8s - loss: 0.0566 - acc: 0.9818


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- ETA: 8s - loss: 0.0569 - acc: 0.9819


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- ETA: 8s - loss: 0.0562 - acc: 0.9821


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- ETA: 8s - loss: 0.0557 - acc: 0.9813


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- ETA: 8s - loss: 0.0539 - acc: 0.9815


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- ETA: 8s - loss: 0.0528 - acc: 0.9825


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- ETA: 8s - loss: 0.0505 - acc: 0.9833


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- ETA: 8s - loss: 0.0506 - acc: 0.9826


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- ETA: 8s - loss: 0.0510 - acc: 0.9820


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- ETA: 8s - loss: 0.0507 - acc: 0.9814


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- ETA: 7s - loss: 0.0520 - acc: 0.9809


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- ETA: 7s - loss: 0.0516 - acc: 0.9810


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- ETA: 7s - loss: 0.0504 - acc: 0.9818


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- ETA: 7s - loss: 0.0536 - acc: 0.9807


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- ETA: 7s - loss: 0.0526 - acc: 0.9808


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- ETA: 7s - loss: 0.0521 - acc: 0.9815


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- ETA: 7s - loss: 0.0530 - acc: 0.9800


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- ETA: 7s - loss: 0.0604 - acc: 0.9776


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- ETA: 7s - loss: 0.0600 - acc: 0.9773


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- ETA: 6s - loss: 0.0587 - acc: 0.9780


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- ETA: 6s - loss: 0.0614 - acc: 0.9764


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- ETA: 6s - loss: 0.0630 - acc: 0.9757


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- ETA: 6s - loss: 0.0639 - acc: 0.9755


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- ETA: 6s - loss: 0.0632 - acc: 0.9757


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- ETA: 6s - loss: 0.0661 - acc: 0.9751


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- ETA: 6s - loss: 0.0688 - acc: 0.9738


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- ETA: 5s - loss: 0.0702 - acc: 0.9732


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- ETA: 5s - loss: 0.0691 - acc: 0.9739


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- ETA: 5s - loss: 0.0704 - acc: 0.9738


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- ETA: 5s - loss: 0.0701 - acc: 0.9740


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- ETA: 5s - loss: 0.0707 - acc: 0.9732


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- ETA: 5s - loss: 0.0709 - acc: 0.9731


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- ETA: 5s - loss: 0.0718 - acc: 0.9730


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- ETA: 4s - loss: 0.0713 - acc: 0.9732


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- ETA: 4s - loss: 0.0709 - acc: 0.9735


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- ETA: 4s - loss: 0.0732 - acc: 0.9724


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- ETA: 4s - loss: 0.0730 - acc: 0.9720


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- ETA: 4s - loss: 0.0733 - acc: 0.9723


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- ETA: 4s - loss: 0.0727 - acc: 0.9725


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- ETA: 3s - loss: 0.0720 - acc: 0.9727


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- ETA: 3s - loss: 0.0715 - acc: 0.9729


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- ETA: 3s - loss: 0.0725 - acc: 0.9729


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- ETA: 3s - loss: 0.0720 - acc: 0.9728


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- ETA: 3s - loss: 0.0716 - acc: 0.9730


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- ETA: 3s - loss: 0.0724 - acc: 0.9724


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- ETA: 3s - loss: 0.0741 - acc: 0.9715


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- ETA: 2s - loss: 0.0741 - acc: 0.9715


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- ETA: 2s - loss: 0.0731 - acc: 0.9719


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- ETA: 2s - loss: 0.0727 - acc: 0.9719


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- ETA: 2s - loss: 0.0724 - acc: 0.9721


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- ETA: 2s - loss: 0.0718 - acc: 0.9725


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- ETA: 2s - loss: 0.0721 - acc: 0.9722


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- ETA: 1s - loss: 0.0726 - acc: 0.9722


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- ETA: 1s - loss: 0.0717 - acc: 0.9726


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- ETA: 1s - loss: 0.0710 - acc: 0.9728


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- ETA: 1s - loss: 0.0708 - acc: 0.9729


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- ETA: 1s - loss: 0.0724 - acc: 0.9722


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- ETA: 1s - loss: 0.0718 - acc: 0.9726


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- ETA: 0s - loss: 0.0740 - acc: 0.9723


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- ETA: 0s - loss: 0.0735 - acc: 0.9723


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- ETA: 0s - loss: 0.0738 - acc: 0.9722


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- ETA: 0s - loss: 0.0746 - acc: 0.9724


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- ETA: 0s - loss: 0.0753 - acc: 0.9721


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- ETA: 0s - loss: 0.0759 - acc: 0.9719

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- ETA: 0s - loss: 0.5711 - acc: 0.8906


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- ETA: 0s - loss: 0.4108 - acc: 0.9167


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- ETA: 0s - loss: 0.3674 - acc: 0.9156


448/878 [==============>...............]

- ETA: 0s - loss: 0.3800 - acc: 0.9107


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- ETA: 0s - loss: 0.3765 - acc: 0.9097


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- ETA: 0s - loss: 0.3742 - acc: 0.9148


832/878 [===========================>..]

- ETA: 0s - loss: 0.3966 - acc: 0.9111


878/878 [==============================]

- 1s 594us/sample - loss: 0.3849 - acc: 0.9123



78/78 [==============================]

- 13s 168ms/step - loss: 0.0758 - acc: 0.9720 - val_loss: 0.3809 - val_acc: 0.9123


Epoch 85/100

1/78 [..............................]

- ETA: 5s - loss: 0.0259 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0249 - acc: 0.9922


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- ETA: 5s - loss: 0.0332 - acc: 0.9844


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- ETA: 6s - loss: 0.0304 - acc: 0.9883


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- ETA: 7s - loss: 0.0327 - acc: 0.9875


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- ETA: 8s - loss: 0.0421 - acc: 0.9844


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- ETA: 8s - loss: 0.0470 - acc: 0.9821


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- ETA: 9s - loss: 0.0623 - acc: 0.9746


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- ETA: 9s - loss: 0.0689 - acc: 0.9705


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- ETA: 9s - loss: 0.0839 - acc: 0.9688


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- ETA: 9s - loss: 0.0825 - acc: 0.9702


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- ETA: 9s - loss: 0.0832 - acc: 0.9674


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- ETA: 9s - loss: 0.0786 - acc: 0.9700


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- ETA: 9s - loss: 0.0764 - acc: 0.9710


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- ETA: 9s - loss: 0.0789 - acc: 0.9688


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- ETA: 9s - loss: 0.0897 - acc: 0.9648


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- ETA: 9s - loss: 0.0904 - acc: 0.9651


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- ETA: 9s - loss: 0.0872 - acc: 0.9670


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- ETA: 9s - loss: 0.0901 - acc: 0.9646


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- ETA: 9s - loss: 0.0887 - acc: 0.9648


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- ETA: 8s - loss: 0.0884 - acc: 0.9650


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- ETA: 8s - loss: 0.0891 - acc: 0.9645


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- ETA: 8s - loss: 0.0861 - acc: 0.9660


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- ETA: 8s - loss: 0.0849 - acc: 0.9668


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- ETA: 8s - loss: 0.0820 - acc: 0.9681


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- ETA: 8s - loss: 0.0841 - acc: 0.9663


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- ETA: 8s - loss: 0.0857 - acc: 0.9659


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- ETA: 8s - loss: 0.0835 - acc: 0.9665


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- ETA: 7s - loss: 0.0812 - acc: 0.9677


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- ETA: 7s - loss: 0.0853 - acc: 0.9672


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- ETA: 7s - loss: 0.0839 - acc: 0.9672


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- ETA: 7s - loss: 0.0841 - acc: 0.9673


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- ETA: 7s - loss: 0.0832 - acc: 0.9678


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- ETA: 7s - loss: 0.0848 - acc: 0.9678


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- ETA: 6s - loss: 0.0857 - acc: 0.9670


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- ETA: 6s - loss: 0.0844 - acc: 0.9674


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- ETA: 6s - loss: 0.0886 - acc: 0.9658


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- ETA: 6s - loss: 0.0876 - acc: 0.9659


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- ETA: 6s - loss: 0.0867 - acc: 0.9659


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- ETA: 6s - loss: 0.0882 - acc: 0.9656


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- ETA: 6s - loss: 0.0866 - acc: 0.9661


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- ETA: 5s - loss: 0.0870 - acc: 0.9658


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- ETA: 5s - loss: 0.0870 - acc: 0.9658


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- ETA: 5s - loss: 0.0871 - acc: 0.9659


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- ETA: 5s - loss: 0.0859 - acc: 0.9667


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- ETA: 5s - loss: 0.0842 - acc: 0.9674


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- ETA: 5s - loss: 0.0830 - acc: 0.9681


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- ETA: 4s - loss: 0.0851 - acc: 0.9674


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- ETA: 4s - loss: 0.0843 - acc: 0.9678


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- ETA: 4s - loss: 0.0861 - acc: 0.9675


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- ETA: 4s - loss: 0.0849 - acc: 0.9681


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- ETA: 4s - loss: 0.0843 - acc: 0.9684


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- ETA: 4s - loss: 0.0834 - acc: 0.9688


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- ETA: 3s - loss: 0.0833 - acc: 0.9688


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- ETA: 3s - loss: 0.0823 - acc: 0.9693


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- ETA: 3s - loss: 0.0816 - acc: 0.9699


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- ETA: 3s - loss: 0.0808 - acc: 0.9701


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- ETA: 3s - loss: 0.0811 - acc: 0.9704


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- ETA: 3s - loss: 0.0823 - acc: 0.9703


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- ETA: 2s - loss: 0.0824 - acc: 0.9704


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- ETA: 2s - loss: 0.0812 - acc: 0.9709


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- ETA: 2s - loss: 0.0804 - acc: 0.9711


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- ETA: 2s - loss: 0.0801 - acc: 0.9711


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- ETA: 2s - loss: 0.0804 - acc: 0.9711


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- ETA: 2s - loss: 0.0803 - acc: 0.9713


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- ETA: 1s - loss: 0.0800 - acc: 0.9712


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- ETA: 1s - loss: 0.0795 - acc: 0.9712


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- ETA: 1s - loss: 0.0792 - acc: 0.9714


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- ETA: 1s - loss: 0.0784 - acc: 0.9718


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- ETA: 1s - loss: 0.0780 - acc: 0.9720


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- ETA: 1s - loss: 0.0775 - acc: 0.9722


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- ETA: 0s - loss: 0.0768 - acc: 0.9723


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- ETA: 0s - loss: 0.0761 - acc: 0.9727


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- ETA: 0s - loss: 0.0755 - acc: 0.9731


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- ETA: 0s - loss: 0.0749 - acc: 0.9732


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- ETA: 0s - loss: 0.0761 - acc: 0.9728


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- ETA: 0s - loss: 0.0763 - acc: 0.9725

64/878 [=>............................]

- ETA: 0s - loss: 0.5770 - acc: 0.9062


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- ETA: 0s - loss: 0.4084 - acc: 0.9219


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- ETA: 0s - loss: 0.3739 - acc: 0.9219


448/878 [==============>...............]

- ETA: 0s - loss: 0.4317 - acc: 0.9129


576/878 [==================>...........]

- ETA: 0s - loss: 0.4187 - acc: 0.9115


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- ETA: 0s - loss: 0.3882 - acc: 0.9176


832/878 [===========================>..]

- ETA: 0s - loss: 0.4101 - acc: 0.9183


878/878 [==============================]

- 1s 591us/sample - loss: 0.4018 - acc: 0.9203



78/78 [==============================]

- 14s 173ms/step - loss: 0.0760 - acc: 0.9725 - val_loss: 0.3990 - val_acc: 0.9203


Epoch 86/100

1/78 [..............................]

- ETA: 5s - loss: 0.0616 - acc: 0.9844


2/78 [..............................]

- ETA: 5s - loss: 0.0387 - acc: 0.9922


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- ETA: 5s - loss: 0.0468 - acc: 0.9844


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- ETA: 5s - loss: 0.0397 - acc: 0.9844


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- ETA: 5s - loss: 0.0366 - acc: 0.9875


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- ETA: 6s - loss: 0.0371 - acc: 0.9844


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- ETA: 7s - loss: 0.0350 - acc: 0.9866


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- ETA: 7s - loss: 0.0327 - acc: 0.9883


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- ETA: 8s - loss: 0.0314 - acc: 0.9896


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- ETA: 7s - loss: 0.0358 - acc: 0.9855


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- ETA: 8s - loss: 0.0339 - acc: 0.9869


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- ETA: 8s - loss: 0.0322 - acc: 0.9880


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- ETA: 8s - loss: 0.0366 - acc: 0.9865


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- ETA: 8s - loss: 0.0364 - acc: 0.9863


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- ETA: 8s - loss: 0.0361 - acc: 0.9872


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- ETA: 8s - loss: 0.0366 - acc: 0.9871


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- ETA: 8s - loss: 0.0440 - acc: 0.9850


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- ETA: 8s - loss: 0.0450 - acc: 0.9850


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- ETA: 8s - loss: 0.0431 - acc: 0.9858


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- ETA: 8s - loss: 0.0440 - acc: 0.9849


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- ETA: 8s - loss: 0.0480 - acc: 0.9834


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- ETA: 8s - loss: 0.0569 - acc: 0.9813


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- ETA: 7s - loss: 0.0591 - acc: 0.9807


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- ETA: 7s - loss: 0.0602 - acc: 0.9802


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- ETA: 7s - loss: 0.0592 - acc: 0.9810


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- ETA: 7s - loss: 0.0616 - acc: 0.9787


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- ETA: 7s - loss: 0.0610 - acc: 0.9795


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- ETA: 7s - loss: 0.0615 - acc: 0.9797


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- ETA: 7s - loss: 0.0646 - acc: 0.9782


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- ETA: 7s - loss: 0.0681 - acc: 0.9774


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- ETA: 7s - loss: 0.0725 - acc: 0.9761


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- ETA: 6s - loss: 0.0728 - acc: 0.9759


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- ETA: 6s - loss: 0.0717 - acc: 0.9761


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- ETA: 6s - loss: 0.0728 - acc: 0.9750


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- ETA: 6s - loss: 0.0734 - acc: 0.9752


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- ETA: 6s - loss: 0.0721 - acc: 0.9759


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- ETA: 6s - loss: 0.0718 - acc: 0.9757


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- ETA: 6s - loss: 0.0715 - acc: 0.9760


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- ETA: 6s - loss: 0.0716 - acc: 0.9762


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- ETA: 5s - loss: 0.0716 - acc: 0.9764


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- ETA: 5s - loss: 0.0717 - acc: 0.9762


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- ETA: 5s - loss: 0.0715 - acc: 0.9760


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- ETA: 5s - loss: 0.0720 - acc: 0.9759


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- ETA: 5s - loss: 0.0708 - acc: 0.9764


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- ETA: 5s - loss: 0.0706 - acc: 0.9766


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- ETA: 4s - loss: 0.0706 - acc: 0.9768


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- ETA: 4s - loss: 0.0707 - acc: 0.9766


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- ETA: 4s - loss: 0.0730 - acc: 0.9758


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- ETA: 4s - loss: 0.0754 - acc: 0.9750


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- ETA: 4s - loss: 0.0768 - acc: 0.9752


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- ETA: 4s - loss: 0.0764 - acc: 0.9747


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- ETA: 4s - loss: 0.0761 - acc: 0.9743


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- ETA: 3s - loss: 0.0768 - acc: 0.9742


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- ETA: 3s - loss: 0.0763 - acc: 0.9744


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- ETA: 3s - loss: 0.0779 - acc: 0.9740


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- ETA: 3s - loss: 0.0772 - acc: 0.9742


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- ETA: 3s - loss: 0.0769 - acc: 0.9744


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- ETA: 3s - loss: 0.0756 - acc: 0.9748


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- ETA: 3s - loss: 0.0750 - acc: 0.9750


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- ETA: 2s - loss: 0.0748 - acc: 0.9751


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- ETA: 2s - loss: 0.0739 - acc: 0.9755


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- ETA: 2s - loss: 0.0737 - acc: 0.9754


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- ETA: 2s - loss: 0.0735 - acc: 0.9756


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- ETA: 1s - loss: 0.0718 - acc: 0.9760


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- ETA: 1s - loss: 0.0711 - acc: 0.9758


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- ETA: 1s - loss: 0.0731 - acc: 0.9754


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- ETA: 1s - loss: 0.0723 - acc: 0.9759


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- ETA: 0s - loss: 0.0726 - acc: 0.9758


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- ETA: 0s - loss: 0.0720 - acc: 0.9761


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- ETA: 0s - loss: 0.0720 - acc: 0.9760


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- ETA: 0s - loss: 0.0713 - acc: 0.9764


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- ETA: 0s - loss: 0.0704 - acc: 0.9767


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- ETA: 0s - loss: 0.0703 - acc: 0.9766

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- ETA: 0s - loss: 0.6615 - acc: 0.9062


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- ETA: 0s - loss: 0.4110 - acc: 0.9271


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- ETA: 0s - loss: 0.3934 - acc: 0.9281


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- ETA: 0s - loss: 0.4503 - acc: 0.9219


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- ETA: 0s - loss: 0.4654 - acc: 0.9184


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- ETA: 0s - loss: 0.4309 - acc: 0.9233


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- ETA: 0s - loss: 0.4552 - acc: 0.9207


878/878 [==============================]

- 1s 593us/sample - loss: 0.4448 - acc: 0.9203



78/78 [==============================]

- 13s 167ms/step - loss: 0.0715 - acc: 0.9763 - val_loss: 0.4412 - val_acc: 0.9203


Epoch 87/100

1/78 [..............................]

- ETA: 5s - loss: 0.1163 - acc: 0.9531


2/78 [..............................]

- ETA: 5s - loss: 0.0656 - acc: 0.9766


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- ETA: 5s - loss: 0.0801 - acc: 0.9740


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- ETA: 5s - loss: 0.0618 - acc: 0.9805


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- ETA: 7s - loss: 0.0506 - acc: 0.9844


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- ETA: 8s - loss: 0.0463 - acc: 0.9844


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- ETA: 8s - loss: 0.0448 - acc: 0.9844


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- ETA: 8s - loss: 0.0438 - acc: 0.9824


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- ETA: 9s - loss: 0.0420 - acc: 0.9844


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- ETA: 9s - loss: 0.0448 - acc: 0.9844


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- ETA: 9s - loss: 0.0507 - acc: 0.9801


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- ETA: 9s - loss: 0.0559 - acc: 0.9766


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- ETA: 9s - loss: 0.0563 - acc: 0.9772


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- ETA: 9s - loss: 0.0552 - acc: 0.9777


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- ETA: 9s - loss: 0.0555 - acc: 0.9781


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- ETA: 9s - loss: 0.0564 - acc: 0.9775


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- ETA: 9s - loss: 0.0574 - acc: 0.9779


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- ETA: 9s - loss: 0.0560 - acc: 0.9783


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- ETA: 9s - loss: 0.0568 - acc: 0.9778


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- ETA: 9s - loss: 0.0558 - acc: 0.9781


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- ETA: 8s - loss: 0.0596 - acc: 0.9769


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- ETA: 8s - loss: 0.0646 - acc: 0.9759


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- ETA: 8s - loss: 0.0680 - acc: 0.9755


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- ETA: 8s - loss: 0.0669 - acc: 0.9759


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- ETA: 8s - loss: 0.0682 - acc: 0.9756


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- ETA: 8s - loss: 0.0766 - acc: 0.9742


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- ETA: 8s - loss: 0.0750 - acc: 0.9745


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- ETA: 8s - loss: 0.0813 - acc: 0.9727


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- ETA: 8s - loss: 0.0830 - acc: 0.9720


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- ETA: 7s - loss: 0.0818 - acc: 0.9724


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- ETA: 7s - loss: 0.0816 - acc: 0.9728


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- ETA: 7s - loss: 0.0873 - acc: 0.9717


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- ETA: 7s - loss: 0.0879 - acc: 0.9711


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- ETA: 7s - loss: 0.0923 - acc: 0.9692


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- ETA: 7s - loss: 0.0907 - acc: 0.9696


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- ETA: 7s - loss: 0.0910 - acc: 0.9692


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- ETA: 6s - loss: 0.0918 - acc: 0.9692


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- ETA: 6s - loss: 0.0909 - acc: 0.9692


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- ETA: 6s - loss: 0.0898 - acc: 0.9692


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- ETA: 6s - loss: 0.0894 - acc: 0.9691


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- ETA: 6s - loss: 0.0900 - acc: 0.9688


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- ETA: 6s - loss: 0.0917 - acc: 0.9684


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- ETA: 5s - loss: 0.0926 - acc: 0.9680


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- ETA: 5s - loss: 0.0957 - acc: 0.9666


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- ETA: 5s - loss: 0.0948 - acc: 0.9670


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- ETA: 5s - loss: 0.0931 - acc: 0.9677


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- ETA: 5s - loss: 0.0923 - acc: 0.9684


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- ETA: 5s - loss: 0.0913 - acc: 0.9688


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- ETA: 4s - loss: 0.0917 - acc: 0.9681


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- ETA: 4s - loss: 0.0909 - acc: 0.9684


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- ETA: 4s - loss: 0.0918 - acc: 0.9683


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- ETA: 4s - loss: 0.0907 - acc: 0.9686


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- ETA: 4s - loss: 0.0927 - acc: 0.9680


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- ETA: 4s - loss: 0.0939 - acc: 0.9677


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- ETA: 3s - loss: 0.0947 - acc: 0.9672


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- ETA: 3s - loss: 0.0936 - acc: 0.9675


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- ETA: 3s - loss: 0.0936 - acc: 0.9675


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- ETA: 3s - loss: 0.0950 - acc: 0.9667


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- ETA: 3s - loss: 0.0942 - acc: 0.9670


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- ETA: 3s - loss: 0.0941 - acc: 0.9668


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- ETA: 2s - loss: 0.0938 - acc: 0.9668


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- ETA: 2s - loss: 0.0946 - acc: 0.9666


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- ETA: 2s - loss: 0.0944 - acc: 0.9666


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- ETA: 2s - loss: 0.0960 - acc: 0.9662


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- ETA: 2s - loss: 0.0948 - acc: 0.9667


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- ETA: 2s - loss: 0.0945 - acc: 0.9667


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- ETA: 1s - loss: 0.0943 - acc: 0.9670


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- ETA: 1s - loss: 0.0941 - acc: 0.9672


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- ETA: 1s - loss: 0.0938 - acc: 0.9673


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- ETA: 1s - loss: 0.0968 - acc: 0.9659


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- ETA: 1s - loss: 0.0960 - acc: 0.9664


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- ETA: 1s - loss: 0.0954 - acc: 0.9664


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- ETA: 0s - loss: 0.0944 - acc: 0.9669


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- ETA: 0s - loss: 0.0933 - acc: 0.9674


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- ETA: 0s - loss: 0.0924 - acc: 0.9676


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- ETA: 0s - loss: 0.0925 - acc: 0.9672


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- ETA: 0s - loss: 0.0918 - acc: 0.9674

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- ETA: 0s - loss: 0.5250 - acc: 0.8594


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- ETA: 0s - loss: 0.4259 - acc: 0.9062


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- ETA: 0s - loss: 0.3687 - acc: 0.9062


448/878 [==============>...............]

- ETA: 0s - loss: 0.4411 - acc: 0.9062


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- ETA: 0s - loss: 0.4507 - acc: 0.9045


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- ETA: 0s - loss: 0.4364 - acc: 0.9091


832/878 [===========================>..]

- ETA: 0s - loss: 0.4774 - acc: 0.9038


878/878 [==============================]

- 1s 608us/sample - loss: 0.4668 - acc: 0.9055



78/78 [==============================]

- 14s 179ms/step - loss: 0.0929 - acc: 0.9670 - val_loss: 0.4633 - val_acc: 0.9055


Epoch 88/100

1/78 [..............................]

- ETA: 5s - loss: 0.0211 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0307 - acc: 0.9922


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- ETA: 5s - loss: 0.0299 - acc: 0.9948


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- ETA: 5s - loss: 0.0319 - acc: 0.9922


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- ETA: 7s - loss: 0.0342 - acc: 0.9906


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- ETA: 8s - loss: 0.0487 - acc: 0.9870


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- ETA: 8s - loss: 0.0437 - acc: 0.9888


8/78 [==>...........................]

- ETA: 8s - loss: 0.0512 - acc: 0.9844


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- ETA: 9s - loss: 0.0512 - acc: 0.9844


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- ETA: 9s - loss: 0.0531 - acc: 0.9844


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- ETA: 9s - loss: 0.0513 - acc: 0.9844


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- ETA: 9s - loss: 0.0489 - acc: 0.9844


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- ETA: 9s - loss: 0.0532 - acc: 0.9820


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- ETA: 9s - loss: 0.0613 - acc: 0.9799


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- ETA: 9s - loss: 0.0592 - acc: 0.9812


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- ETA: 9s - loss: 0.0608 - acc: 0.9805


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- ETA: 9s - loss: 0.0611 - acc: 0.9798


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- ETA: 9s - loss: 0.0618 - acc: 0.9792


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- ETA: 9s - loss: 0.0625 - acc: 0.9778


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- ETA: 9s - loss: 0.0646 - acc: 0.9766


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- ETA: 8s - loss: 0.0681 - acc: 0.9740


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- ETA: 8s - loss: 0.0740 - acc: 0.9723


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- ETA: 8s - loss: 0.0714 - acc: 0.9735


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- ETA: 8s - loss: 0.0715 - acc: 0.9740


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- ETA: 8s - loss: 0.0728 - acc: 0.9731


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- ETA: 8s - loss: 0.0751 - acc: 0.9724


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- ETA: 8s - loss: 0.0780 - acc: 0.9716


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- ETA: 8s - loss: 0.0805 - acc: 0.9715


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- ETA: 8s - loss: 0.0794 - acc: 0.9714


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- ETA: 7s - loss: 0.0800 - acc: 0.9708


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- ETA: 7s - loss: 0.0783 - acc: 0.9715


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- ETA: 7s - loss: 0.0788 - acc: 0.9709


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- ETA: 7s - loss: 0.0791 - acc: 0.9713


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- ETA: 7s - loss: 0.0777 - acc: 0.9722


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- ETA: 7s - loss: 0.0767 - acc: 0.9725


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- ETA: 6s - loss: 0.0784 - acc: 0.9716


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- ETA: 6s - loss: 0.0781 - acc: 0.9719


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- ETA: 6s - loss: 0.0766 - acc: 0.9726


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- ETA: 6s - loss: 0.0753 - acc: 0.9734


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- ETA: 6s - loss: 0.0745 - acc: 0.9736


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- ETA: 6s - loss: 0.0733 - acc: 0.9743


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- ETA: 6s - loss: 0.0732 - acc: 0.9741


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- ETA: 5s - loss: 0.0728 - acc: 0.9740


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- ETA: 5s - loss: 0.0718 - acc: 0.9743


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- ETA: 5s - loss: 0.0716 - acc: 0.9738


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- ETA: 5s - loss: 0.0714 - acc: 0.9740


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- ETA: 5s - loss: 0.0710 - acc: 0.9742


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- ETA: 5s - loss: 0.0709 - acc: 0.9738


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- ETA: 4s - loss: 0.0724 - acc: 0.9731


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- ETA: 4s - loss: 0.0712 - acc: 0.9736


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- ETA: 4s - loss: 0.0700 - acc: 0.9741


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- ETA: 4s - loss: 0.0697 - acc: 0.9740


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- ETA: 4s - loss: 0.0688 - acc: 0.9742


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- ETA: 4s - loss: 0.0689 - acc: 0.9741


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- ETA: 3s - loss: 0.0679 - acc: 0.9746


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- ETA: 3s - loss: 0.0673 - acc: 0.9750


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- ETA: 3s - loss: 0.0671 - acc: 0.9749


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- ETA: 3s - loss: 0.0662 - acc: 0.9754


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- ETA: 3s - loss: 0.0653 - acc: 0.9758


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- ETA: 3s - loss: 0.0644 - acc: 0.9762


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- ETA: 2s - loss: 0.0637 - acc: 0.9763


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- ETA: 2s - loss: 0.0631 - acc: 0.9764


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- ETA: 2s - loss: 0.0631 - acc: 0.9766


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- ETA: 2s - loss: 0.0627 - acc: 0.9767


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- ETA: 2s - loss: 0.0631 - acc: 0.9766


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- ETA: 2s - loss: 0.0624 - acc: 0.9769


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- ETA: 1s - loss: 0.0633 - acc: 0.9768


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- ETA: 1s - loss: 0.0639 - acc: 0.9765


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- ETA: 1s - loss: 0.0631 - acc: 0.9768


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- ETA: 1s - loss: 0.0626 - acc: 0.9771


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- ETA: 1s - loss: 0.0622 - acc: 0.9772


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- ETA: 1s - loss: 0.0614 - acc: 0.9776


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- ETA: 0s - loss: 0.0610 - acc: 0.9776


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- ETA: 0s - loss: 0.0605 - acc: 0.9777


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- ETA: 0s - loss: 0.0607 - acc: 0.9776


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- ETA: 0s - loss: 0.0604 - acc: 0.9775


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- ETA: 0s - loss: 0.0601 - acc: 0.9774

64/878 [=>............................]

- ETA: 0s - loss: 0.7845 - acc: 0.9062


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- ETA: 0s - loss: 0.5106 - acc: 0.9219


320/878 [=========>....................]

- ETA: 0s - loss: 0.4403 - acc: 0.9250


448/878 [==============>...............]

- ETA: 0s - loss: 0.5310 - acc: 0.9129


576/878 [==================>...........]

- ETA: 0s - loss: 0.5426 - acc: 0.9097


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- ETA: 0s - loss: 0.5088 - acc: 0.9162


832/878 [===========================>..]

- ETA: 0s - loss: 0.5301 - acc: 0.9123


878/878 [==============================]

- 1s 617us/sample - loss: 0.5163 - acc: 0.9146



78/78 [==============================]

- 14s 176ms/step - loss: 0.0606 - acc: 0.9775 - val_loss: 0.5116 - val_acc: 0.9146


Epoch 89/100

1/78 [..............................]

- ETA: 5s - loss: 0.0223 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0635 - acc: 0.9766


3/78 [>.............................]

- ETA: 5s - loss: 0.0819 - acc: 0.9740


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- ETA: 5s - loss: 0.0744 - acc: 0.9766


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- ETA: 7s - loss: 0.0732 - acc: 0.9781


6/78 [=>............................]

- ETA: 7s - loss: 0.0654 - acc: 0.9792


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- ETA: 8s - loss: 0.0579 - acc: 0.9821


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- ETA: 8s - loss: 0.0518 - acc: 0.9844


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- ETA: 9s - loss: 0.0520 - acc: 0.9844


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- ETA: 9s - loss: 0.0492 - acc: 0.9844


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- ETA: 9s - loss: 0.0487 - acc: 0.9844


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- ETA: 9s - loss: 0.0574 - acc: 0.9831


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- ETA: 9s - loss: 0.0608 - acc: 0.9808


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- ETA: 9s - loss: 0.0602 - acc: 0.9810


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- ETA: 9s - loss: 0.0586 - acc: 0.9802


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- ETA: 9s - loss: 0.0590 - acc: 0.9795


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- ETA: 9s - loss: 0.0572 - acc: 0.9798


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- ETA: 9s - loss: 0.0558 - acc: 0.9792


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- ETA: 8s - loss: 0.0539 - acc: 0.9803


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- ETA: 8s - loss: 0.0648 - acc: 0.9781


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- ETA: 8s - loss: 0.0631 - acc: 0.9784


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- ETA: 8s - loss: 0.0647 - acc: 0.9780


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- ETA: 8s - loss: 0.0623 - acc: 0.9789


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- ETA: 8s - loss: 0.0607 - acc: 0.9798


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- ETA: 8s - loss: 0.0618 - acc: 0.9787


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- ETA: 8s - loss: 0.0615 - acc: 0.9784


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- ETA: 8s - loss: 0.0599 - acc: 0.9792


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- ETA: 8s - loss: 0.0586 - acc: 0.9799


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- ETA: 7s - loss: 0.0575 - acc: 0.9801


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- ETA: 7s - loss: 0.0606 - acc: 0.9797


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- ETA: 7s - loss: 0.0602 - acc: 0.9798


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- ETA: 7s - loss: 0.0594 - acc: 0.9798


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- ETA: 7s - loss: 0.0619 - acc: 0.9790


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- ETA: 7s - loss: 0.0606 - acc: 0.9796


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- ETA: 6s - loss: 0.0626 - acc: 0.9784


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- ETA: 6s - loss: 0.0628 - acc: 0.9781


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- ETA: 6s - loss: 0.0618 - acc: 0.9787


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- ETA: 6s - loss: 0.0633 - acc: 0.9785


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- ETA: 6s - loss: 0.0628 - acc: 0.9782


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- ETA: 6s - loss: 0.0624 - acc: 0.9776


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- ETA: 6s - loss: 0.0630 - acc: 0.9774


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- ETA: 5s - loss: 0.0656 - acc: 0.9768


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- ETA: 5s - loss: 0.0648 - acc: 0.9769


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- ETA: 5s - loss: 0.0655 - acc: 0.9764


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- ETA: 5s - loss: 0.0660 - acc: 0.9762


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- ETA: 5s - loss: 0.0655 - acc: 0.9764


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- ETA: 5s - loss: 0.0655 - acc: 0.9766


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- ETA: 4s - loss: 0.0653 - acc: 0.9767


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- ETA: 4s - loss: 0.0662 - acc: 0.9769


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- ETA: 4s - loss: 0.0666 - acc: 0.9761


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- ETA: 4s - loss: 0.0675 - acc: 0.9763


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- ETA: 4s - loss: 0.0665 - acc: 0.9767


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- ETA: 4s - loss: 0.0668 - acc: 0.9769


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- ETA: 4s - loss: 0.0666 - acc: 0.9770


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- ETA: 3s - loss: 0.0662 - acc: 0.9771


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- ETA: 3s - loss: 0.0665 - acc: 0.9770


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- ETA: 3s - loss: 0.0663 - acc: 0.9769


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- ETA: 3s - loss: 0.0678 - acc: 0.9762


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- ETA: 3s - loss: 0.0672 - acc: 0.9763


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- ETA: 3s - loss: 0.0668 - acc: 0.9764


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- ETA: 2s - loss: 0.0660 - acc: 0.9770


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- ETA: 2s - loss: 0.0662 - acc: 0.9768


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- ETA: 2s - loss: 0.0664 - acc: 0.9767


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- ETA: 1s - loss: 0.0666 - acc: 0.9768


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- ETA: 1s - loss: 0.0658 - acc: 0.9772


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- ETA: 1s - loss: 0.0652 - acc: 0.9775


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- ETA: 1s - loss: 0.0655 - acc: 0.9774


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- ETA: 1s - loss: 0.0658 - acc: 0.9775


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- ETA: 1s - loss: 0.0660 - acc: 0.9773


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- ETA: 0s - loss: 0.0679 - acc: 0.9770


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- ETA: 0s - loss: 0.0683 - acc: 0.9771


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- ETA: 0s - loss: 0.0699 - acc: 0.9766


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- ETA: 0s - loss: 0.0699 - acc: 0.9767


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- ETA: 0s - loss: 0.0701 - acc: 0.9766

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- ETA: 0s - loss: 0.6670 - acc: 0.9062


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- ETA: 0s - loss: 0.3963 - acc: 0.9219


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- ETA: 0s - loss: 0.3788 - acc: 0.9156


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- ETA: 0s - loss: 0.4810 - acc: 0.9062


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- ETA: 0s - loss: 0.5134 - acc: 0.9045


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- ETA: 0s - loss: 0.4931 - acc: 0.9119


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- ETA: 0s - loss: 0.5125 - acc: 0.9111


878/878 [==============================]

- 1s 603us/sample - loss: 0.5052 - acc: 0.9134



78/78 [==============================]

- 14s 177ms/step - loss: 0.0707 - acc: 0.9767 - val_loss: 0.5027 - val_acc: 0.9134


Epoch 90/100

1/78 [..............................]

- ETA: 5s - loss: 0.0119 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0233 - acc: 0.9922


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- ETA: 5s - loss: 0.0326 - acc: 0.9896


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- ETA: 5s - loss: 0.0348 - acc: 0.9883


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- ETA: 6s - loss: 0.0443 - acc: 0.9844


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- ETA: 7s - loss: 0.0470 - acc: 0.9818


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- ETA: 8s - loss: 0.0587 - acc: 0.9754


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- ETA: 8s - loss: 0.0600 - acc: 0.9746


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- ETA: 8s - loss: 0.0550 - acc: 0.9774


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- ETA: 9s - loss: 0.0505 - acc: 0.9797


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- ETA: 9s - loss: 0.0468 - acc: 0.9815


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- ETA: 9s - loss: 0.0515 - acc: 0.9805


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- ETA: 9s - loss: 0.0518 - acc: 0.9796


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- ETA: 9s - loss: 0.0570 - acc: 0.9754


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- ETA: 9s - loss: 0.0548 - acc: 0.9760


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- ETA: 9s - loss: 0.0609 - acc: 0.9746


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- ETA: 9s - loss: 0.0613 - acc: 0.9752


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- ETA: 9s - loss: 0.0591 - acc: 0.9766


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- ETA: 8s - loss: 0.0578 - acc: 0.9766


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- ETA: 8s - loss: 0.0590 - acc: 0.9762


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- ETA: 8s - loss: 0.0663 - acc: 0.9758


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- ETA: 8s - loss: 0.0655 - acc: 0.9762


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- ETA: 8s - loss: 0.0628 - acc: 0.9773


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- ETA: 8s - loss: 0.0613 - acc: 0.9782


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- ETA: 8s - loss: 0.0635 - acc: 0.9772


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- ETA: 8s - loss: 0.0645 - acc: 0.9769


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- ETA: 8s - loss: 0.0633 - acc: 0.9778


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- ETA: 7s - loss: 0.0629 - acc: 0.9774


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- ETA: 7s - loss: 0.0663 - acc: 0.9766


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- ETA: 7s - loss: 0.0647 - acc: 0.9774


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- ETA: 7s - loss: 0.0641 - acc: 0.9776


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- ETA: 7s - loss: 0.0635 - acc: 0.9778


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- ETA: 7s - loss: 0.0624 - acc: 0.9780


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- ETA: 7s - loss: 0.0641 - acc: 0.9773


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- ETA: 6s - loss: 0.0636 - acc: 0.9770


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- ETA: 6s - loss: 0.0636 - acc: 0.9768


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- ETA: 6s - loss: 0.0623 - acc: 0.9774


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- ETA: 6s - loss: 0.0611 - acc: 0.9780


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- ETA: 6s - loss: 0.0611 - acc: 0.9778


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- ETA: 6s - loss: 0.0615 - acc: 0.9772


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- ETA: 6s - loss: 0.0625 - acc: 0.9766


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- ETA: 5s - loss: 0.0614 - acc: 0.9771


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- ETA: 5s - loss: 0.0628 - acc: 0.9769


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- ETA: 5s - loss: 0.0638 - acc: 0.9768


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- ETA: 5s - loss: 0.0639 - acc: 0.9769


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- ETA: 5s - loss: 0.0628 - acc: 0.9774


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- ETA: 5s - loss: 0.0621 - acc: 0.9776


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- ETA: 4s - loss: 0.0653 - acc: 0.9767


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- ETA: 4s - loss: 0.0652 - acc: 0.9766


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- ETA: 4s - loss: 0.0645 - acc: 0.9771


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- ETA: 4s - loss: 0.0643 - acc: 0.9772


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- ETA: 4s - loss: 0.0636 - acc: 0.9776


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- ETA: 4s - loss: 0.0633 - acc: 0.9775


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- ETA: 4s - loss: 0.0638 - acc: 0.9773


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- ETA: 3s - loss: 0.0631 - acc: 0.9777


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- ETA: 3s - loss: 0.0637 - acc: 0.9770


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- ETA: 3s - loss: 0.0634 - acc: 0.9769


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- ETA: 3s - loss: 0.0627 - acc: 0.9770


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- ETA: 3s - loss: 0.0620 - acc: 0.9774


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- ETA: 3s - loss: 0.0615 - acc: 0.9775


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- ETA: 2s - loss: 0.0619 - acc: 0.9776


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- ETA: 2s - loss: 0.0647 - acc: 0.9770


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- ETA: 2s - loss: 0.0643 - acc: 0.9768


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- ETA: 2s - loss: 0.0643 - acc: 0.9767


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- ETA: 2s - loss: 0.0639 - acc: 0.9768


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- ETA: 2s - loss: 0.0632 - acc: 0.9772


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- ETA: 1s - loss: 0.0626 - acc: 0.9775


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- ETA: 1s - loss: 0.0618 - acc: 0.9778


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- ETA: 1s - loss: 0.0619 - acc: 0.9777


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- ETA: 1s - loss: 0.0630 - acc: 0.9776


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- ETA: 1s - loss: 0.0635 - acc: 0.9772


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- ETA: 1s - loss: 0.0652 - acc: 0.9767


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- ETA: 0s - loss: 0.0654 - acc: 0.9766


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- ETA: 0s - loss: 0.0670 - acc: 0.9760


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- ETA: 0s - loss: 0.0662 - acc: 0.9764


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- ETA: 0s - loss: 0.0660 - acc: 0.9763


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- ETA: 0s - loss: 0.0654 - acc: 0.9766

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- ETA: 0s - loss: 0.9346 - acc: 0.8594


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- ETA: 0s - loss: 0.5872 - acc: 0.9010


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- ETA: 0s - loss: 0.5223 - acc: 0.9062


448/878 [==============>...............]

- ETA: 0s - loss: 0.5617 - acc: 0.8996


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- ETA: 0s - loss: 0.5844 - acc: 0.8941


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- ETA: 0s - loss: 0.5695 - acc: 0.8991


832/878 [===========================>..]

- ETA: 0s - loss: 0.5865 - acc: 0.8966


878/878 [==============================]

- 1s 598us/sample - loss: 0.5770 - acc: 0.8986



78/78 [==============================]

- 14s 177ms/step - loss: 0.0704 - acc: 0.9761 - val_loss: 0.5738 - val_acc: 0.8986


Epoch 91/100

1/78 [..............................]

- ETA: 5s - loss: 0.0593 - acc: 0.9531


2/78 [..............................]

- ETA: 6s - loss: 0.0392 - acc: 0.9766


3/78 [>.............................]

- ETA: 6s - loss: 0.0472 - acc: 0.9740


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- ETA: 6s - loss: 0.0406 - acc: 0.9805


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- ETA: 7s - loss: 0.0464 - acc: 0.9781


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- ETA: 8s - loss: 0.0520 - acc: 0.9740


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- ETA: 8s - loss: 0.0567 - acc: 0.9744


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- ETA: 8s - loss: 0.0579 - acc: 0.9757


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- ETA: 8s - loss: 0.0625 - acc: 0.9767


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- ETA: 9s - loss: 0.0809 - acc: 0.9678


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- ETA: 9s - loss: 0.0854 - acc: 0.9693


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- ETA: 9s - loss: 0.0789 - acc: 0.9720


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- ETA: 9s - loss: 0.0759 - acc: 0.9729


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- ETA: 9s - loss: 0.0774 - acc: 0.9715


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- ETA: 9s - loss: 0.0788 - acc: 0.9713


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- ETA: 9s - loss: 0.0765 - acc: 0.9721


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- ETA: 9s - loss: 0.0739 - acc: 0.9738


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- ETA: 8s - loss: 0.0813 - acc: 0.9709


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- ETA: 8s - loss: 0.0877 - acc: 0.9683


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- ETA: 8s - loss: 0.0878 - acc: 0.9675


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- ETA: 8s - loss: 0.0899 - acc: 0.9660


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- ETA: 8s - loss: 0.0892 - acc: 0.9669


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- ETA: 8s - loss: 0.0881 - acc: 0.9677


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- ETA: 8s - loss: 0.0895 - acc: 0.9657


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- ETA: 8s - loss: 0.0881 - acc: 0.9658


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- ETA: 8s - loss: 0.0899 - acc: 0.9666


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- ETA: 8s - loss: 0.0880 - acc: 0.9672


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- ETA: 7s - loss: 0.0868 - acc: 0.9679


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- ETA: 7s - loss: 0.0866 - acc: 0.9673


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- ETA: 7s - loss: 0.0862 - acc: 0.9669


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- ETA: 7s - loss: 0.0855 - acc: 0.9674


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- ETA: 7s - loss: 0.0851 - acc: 0.9680


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- ETA: 7s - loss: 0.0863 - acc: 0.9680


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- ETA: 7s - loss: 0.0869 - acc: 0.9685


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- ETA: 6s - loss: 0.0866 - acc: 0.9685


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- ETA: 6s - loss: 0.0874 - acc: 0.9685


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- ETA: 6s - loss: 0.0858 - acc: 0.9693


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- ETA: 6s - loss: 0.0847 - acc: 0.9697


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- ETA: 6s - loss: 0.0838 - acc: 0.9701


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- ETA: 6s - loss: 0.0837 - acc: 0.9701


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- ETA: 5s - loss: 0.0821 - acc: 0.9708


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- ETA: 5s - loss: 0.0820 - acc: 0.9708


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- ETA: 5s - loss: 0.0815 - acc: 0.9707


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- ETA: 5s - loss: 0.0814 - acc: 0.9703


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- ETA: 5s - loss: 0.0803 - acc: 0.9706


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- ETA: 5s - loss: 0.0829 - acc: 0.9696


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- ETA: 5s - loss: 0.0818 - acc: 0.9702


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- ETA: 4s - loss: 0.0804 - acc: 0.9708


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- ETA: 4s - loss: 0.0792 - acc: 0.9714


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- ETA: 4s - loss: 0.0785 - acc: 0.9717


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- ETA: 4s - loss: 0.0812 - acc: 0.9710


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- ETA: 4s - loss: 0.0808 - acc: 0.9710


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- ETA: 4s - loss: 0.0798 - acc: 0.9712


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- ETA: 3s - loss: 0.0786 - acc: 0.9718


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- ETA: 3s - loss: 0.0786 - acc: 0.9717


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- ETA: 3s - loss: 0.0791 - acc: 0.9711


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- ETA: 3s - loss: 0.0786 - acc: 0.9713


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- ETA: 3s - loss: 0.0795 - acc: 0.9713


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- ETA: 3s - loss: 0.0804 - acc: 0.9713


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- ETA: 2s - loss: 0.0803 - acc: 0.9715


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- ETA: 2s - loss: 0.0794 - acc: 0.9719


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- ETA: 2s - loss: 0.0786 - acc: 0.9721


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- ETA: 2s - loss: 0.0788 - acc: 0.9721


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- ETA: 2s - loss: 0.0779 - acc: 0.9725


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- ETA: 2s - loss: 0.0777 - acc: 0.9725


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- ETA: 1s - loss: 0.0780 - acc: 0.9724


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- ETA: 1s - loss: 0.0775 - acc: 0.9726


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- ETA: 1s - loss: 0.0781 - acc: 0.9723


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- ETA: 1s - loss: 0.0805 - acc: 0.9713


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- ETA: 1s - loss: 0.0799 - acc: 0.9715


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- ETA: 1s - loss: 0.0795 - acc: 0.9717


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- ETA: 0s - loss: 0.0794 - acc: 0.9719


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- ETA: 0s - loss: 0.0793 - acc: 0.9721


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- ETA: 0s - loss: 0.0797 - acc: 0.9720


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- ETA: 0s - loss: 0.0799 - acc: 0.9718


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- ETA: 0s - loss: 0.0800 - acc: 0.9719


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- ETA: 0s - loss: 0.0800 - acc: 0.9721

64/878 [=>............................]

- ETA: 0s - loss: 0.5028 - acc: 0.9219


192/878 [=====>........................]

- ETA: 0s - loss: 0.4106 - acc: 0.9167


256/878 [=======>......................]

- ETA: 0s - loss: 0.4068 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4154 - acc: 0.9115


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- ETA: 0s - loss: 0.4293 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4155 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4565 - acc: 0.9115


878/878 [==============================]

- 1s 626us/sample - loss: 0.4399 - acc: 0.9134



78/78 [==============================]

- 14s 174ms/step - loss: 0.0796 - acc: 0.9723 - val_loss: 0.4357 - val_acc: 0.9134


Epoch 92/100

1/78 [..............................]

- ETA: 5s - loss: 0.0327 - acc: 0.9844


2/78 [..............................]

- ETA: 5s - loss: 0.1041 - acc: 0.9609


3/78 [>.............................]

- ETA: 5s - loss: 0.0978 - acc: 0.9688


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- ETA: 5s - loss: 0.1126 - acc: 0.9662


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- ETA: 6s - loss: 0.1082 - acc: 0.9701


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- ETA: 7s - loss: 0.1025 - acc: 0.9699


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- ETA: 7s - loss: 0.0972 - acc: 0.9674


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- ETA: 8s - loss: 0.0922 - acc: 0.9696


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- ETA: 8s - loss: 0.0905 - acc: 0.9713


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- ETA: 8s - loss: 0.1013 - acc: 0.9678


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- ETA: 8s - loss: 0.0964 - acc: 0.9693


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- ETA: 9s - loss: 0.0885 - acc: 0.9720


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- ETA: 9s - loss: 0.0916 - acc: 0.9705


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- ETA: 9s - loss: 0.0910 - acc: 0.9715


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- ETA: 9s - loss: 0.0876 - acc: 0.9724


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- ETA: 9s - loss: 0.0860 - acc: 0.9721


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- ETA: 9s - loss: 0.0833 - acc: 0.9719


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- ETA: 8s - loss: 0.0833 - acc: 0.9700


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- ETA: 8s - loss: 0.0825 - acc: 0.9699


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- ETA: 8s - loss: 0.0855 - acc: 0.9691


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- ETA: 8s - loss: 0.0837 - acc: 0.9698


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- ETA: 8s - loss: 0.0827 - acc: 0.9698


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- ETA: 8s - loss: 0.0814 - acc: 0.9697


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- ETA: 8s - loss: 0.0845 - acc: 0.9684


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- ETA: 8s - loss: 0.0832 - acc: 0.9684


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- ETA: 8s - loss: 0.0835 - acc: 0.9684


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- ETA: 7s - loss: 0.0811 - acc: 0.9696


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- ETA: 7s - loss: 0.0805 - acc: 0.9701


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- ETA: 7s - loss: 0.0826 - acc: 0.9690


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- ETA: 7s - loss: 0.0818 - acc: 0.9695


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- ETA: 7s - loss: 0.0826 - acc: 0.9690


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- ETA: 7s - loss: 0.0807 - acc: 0.9699


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- ETA: 7s - loss: 0.0801 - acc: 0.9699


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- ETA: 7s - loss: 0.0805 - acc: 0.9699


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- ETA: 6s - loss: 0.0785 - acc: 0.9707


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- ETA: 6s - loss: 0.0770 - acc: 0.9716


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- ETA: 6s - loss: 0.0754 - acc: 0.9723


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- ETA: 6s - loss: 0.0746 - acc: 0.9726


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- ETA: 6s - loss: 0.0732 - acc: 0.9734


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- ETA: 6s - loss: 0.0741 - acc: 0.9732


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- ETA: 5s - loss: 0.0744 - acc: 0.9731


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- ETA: 5s - loss: 0.0754 - acc: 0.9730


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- ETA: 5s - loss: 0.0771 - acc: 0.9729


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- ETA: 5s - loss: 0.0758 - acc: 0.9735


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- ETA: 5s - loss: 0.0763 - acc: 0.9731


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- ETA: 5s - loss: 0.0769 - acc: 0.9730


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- ETA: 5s - loss: 0.0772 - acc: 0.9726


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- ETA: 4s - loss: 0.0801 - acc: 0.9715


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- ETA: 4s - loss: 0.0805 - acc: 0.9701


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- ETA: 3s - loss: 0.0860 - acc: 0.9675


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- ETA: 3s - loss: 0.0852 - acc: 0.9678


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- ETA: 0s - loss: 0.0942 - acc: 0.9669


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- ETA: 0s - loss: 0.0955 - acc: 0.9669


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- ETA: 0s - loss: 0.0951 - acc: 0.9672


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- ETA: 0s - loss: 0.0951 - acc: 0.9672


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- ETA: 0s - loss: 0.0941 - acc: 0.9676

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- ETA: 0s - loss: 0.7084 - acc: 0.8594


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- ETA: 0s - loss: 0.4505 - acc: 0.8854


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- ETA: 0s - loss: 0.4119 - acc: 0.8945


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- ETA: 0s - loss: 0.4248 - acc: 0.8984


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- ETA: 0s - loss: 0.4932 - acc: 0.8848


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- ETA: 0s - loss: 0.4783 - acc: 0.8781


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- ETA: 0s - loss: 0.5134 - acc: 0.8763


878/878 [==============================]

- 1s 638us/sample - loss: 0.4914 - acc: 0.8804



78/78 [==============================]

- 14s 179ms/step - loss: 0.0950 - acc: 0.9674 - val_loss: 0.4877 - val_acc: 0.8804


Epoch 93/100

1/78 [..............................]

- ETA: 5s - loss: 0.3679 - acc: 0.9531


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- ETA: 5s - loss: 0.2080 - acc: 0.9766


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- ETA: 5s - loss: 0.1742 - acc: 0.9792


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- ETA: 6s - loss: 0.1420 - acc: 0.9805


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- ETA: 7s - loss: 0.1481 - acc: 0.9656


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- ETA: 8s - loss: 0.1340 - acc: 0.9688


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- ETA: 8s - loss: 0.1449 - acc: 0.9598


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- ETA: 9s - loss: 0.1310 - acc: 0.9629


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- ETA: 9s - loss: 0.1354 - acc: 0.9566


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- ETA: 9s - loss: 0.1272 - acc: 0.9594


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- ETA: 9s - loss: 0.1254 - acc: 0.9588


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- ETA: 9s - loss: 0.1247 - acc: 0.9596


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- ETA: 9s - loss: 0.1189 - acc: 0.9603


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- ETA: 9s - loss: 0.1187 - acc: 0.9609


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- ETA: 9s - loss: 0.1147 - acc: 0.9615


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- ETA: 9s - loss: 0.1165 - acc: 0.9619


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- ETA: 9s - loss: 0.1139 - acc: 0.9632


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- ETA: 9s - loss: 0.1096 - acc: 0.9644


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- ETA: 9s - loss: 0.1125 - acc: 0.9646


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- ETA: 9s - loss: 0.1126 - acc: 0.9641


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- ETA: 8s - loss: 0.1104 - acc: 0.9643


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- ETA: 8s - loss: 0.1160 - acc: 0.9638


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- ETA: 8s - loss: 0.1201 - acc: 0.9626


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- ETA: 8s - loss: 0.1161 - acc: 0.9642


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- ETA: 8s - loss: 0.1126 - acc: 0.9656


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- ETA: 8s - loss: 0.1121 - acc: 0.9651


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- ETA: 8s - loss: 0.1089 - acc: 0.9664


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- ETA: 8s - loss: 0.1076 - acc: 0.9671


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- ETA: 7s - loss: 0.1055 - acc: 0.9677


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- ETA: 7s - loss: 0.1045 - acc: 0.9682


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- ETA: 7s - loss: 0.1031 - acc: 0.9682


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- ETA: 7s - loss: 0.1009 - acc: 0.9688


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- ETA: 7s - loss: 0.0991 - acc: 0.9692


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- ETA: 7s - loss: 0.0972 - acc: 0.9697


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- ETA: 6s - loss: 0.0951 - acc: 0.9705


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- ETA: 6s - loss: 0.0940 - acc: 0.9709


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- ETA: 6s - loss: 0.0938 - acc: 0.9704


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- ETA: 6s - loss: 0.0955 - acc: 0.9692


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- ETA: 6s - loss: 0.0969 - acc: 0.9688


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- ETA: 6s - loss: 0.0965 - acc: 0.9688


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- ETA: 6s - loss: 0.0975 - acc: 0.9684


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- ETA: 5s - loss: 0.0959 - acc: 0.9691


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- ETA: 5s - loss: 0.0967 - acc: 0.9691


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- ETA: 5s - loss: 0.0957 - acc: 0.9695


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- ETA: 5s - loss: 0.0948 - acc: 0.9698


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- ETA: 5s - loss: 0.0941 - acc: 0.9701


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- ETA: 5s - loss: 0.0934 - acc: 0.9701


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- ETA: 4s - loss: 0.0926 - acc: 0.9704


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- ETA: 4s - loss: 0.0921 - acc: 0.9707


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- ETA: 4s - loss: 0.0936 - acc: 0.9700


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- ETA: 4s - loss: 0.0925 - acc: 0.9703


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- ETA: 4s - loss: 0.0913 - acc: 0.9709


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- ETA: 4s - loss: 0.0909 - acc: 0.9708


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- ETA: 3s - loss: 0.0910 - acc: 0.9702


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- ETA: 3s - loss: 0.0901 - acc: 0.9705


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- ETA: 3s - loss: 0.0907 - acc: 0.9701


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- ETA: 3s - loss: 0.0897 - acc: 0.9707


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- ETA: 3s - loss: 0.0893 - acc: 0.9706


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- ETA: 3s - loss: 0.0895 - acc: 0.9703


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- ETA: 2s - loss: 0.0887 - acc: 0.9706


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- ETA: 2s - loss: 0.0885 - acc: 0.9703


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- ETA: 2s - loss: 0.0879 - acc: 0.9705


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- ETA: 2s - loss: 0.0878 - acc: 0.9707


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- ETA: 2s - loss: 0.0879 - acc: 0.9703


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- ETA: 2s - loss: 0.0882 - acc: 0.9701


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- ETA: 1s - loss: 0.0878 - acc: 0.9703


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- ETA: 1s - loss: 0.0884 - acc: 0.9705


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- ETA: 1s - loss: 0.0883 - acc: 0.9702


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- ETA: 1s - loss: 0.0874 - acc: 0.9707


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- ETA: 1s - loss: 0.0863 - acc: 0.9711


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- ETA: 1s - loss: 0.0858 - acc: 0.9708


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- ETA: 0s - loss: 0.0847 - acc: 0.9712


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- ETA: 0s - loss: 0.0841 - acc: 0.9712


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- ETA: 0s - loss: 0.0832 - acc: 0.9716


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- ETA: 0s - loss: 0.0853 - acc: 0.9709


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- ETA: 0s - loss: 0.0849 - acc: 0.9711


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- ETA: 0s - loss: 0.0869 - acc: 0.9709

64/878 [=>............................]

- ETA: 0s - loss: 0.5097 - acc: 0.8906


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- ETA: 0s - loss: 0.4020 - acc: 0.9167


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- ETA: 0s - loss: 0.3604 - acc: 0.9258


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- ETA: 0s - loss: 0.3759 - acc: 0.9219


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- ETA: 0s - loss: 0.4363 - acc: 0.9180


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- ETA: 0s - loss: 0.4203 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4436 - acc: 0.9167


878/878 [==============================]

- 1s 652us/sample - loss: 0.4274 - acc: 0.9180



78/78 [==============================]

- 14s 175ms/step - loss: 0.0877 - acc: 0.9706 - val_loss: 0.4256 - val_acc: 0.9180


Epoch 94/100

1/78 [..............................]

- ETA: 5s - loss: 0.0179 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0231 - acc: 1.0000


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- ETA: 5s - loss: 0.0259 - acc: 0.9948


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- ETA: 5s - loss: 0.0254 - acc: 0.9961


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- ETA: 6s - loss: 0.0687 - acc: 0.9844


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- ETA: 7s - loss: 0.0729 - acc: 0.9844


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- ETA: 7s - loss: 0.0684 - acc: 0.9844


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- ETA: 8s - loss: 0.0657 - acc: 0.9844


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- ETA: 8s - loss: 0.0616 - acc: 0.9844


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- ETA: 8s - loss: 0.0606 - acc: 0.9844


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- ETA: 8s - loss: 0.0603 - acc: 0.9830


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- ETA: 8s - loss: 0.0592 - acc: 0.9831


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- ETA: 8s - loss: 0.0590 - acc: 0.9832


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- ETA: 8s - loss: 0.0572 - acc: 0.9833


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- ETA: 8s - loss: 0.0578 - acc: 0.9833


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- ETA: 8s - loss: 0.0635 - acc: 0.9814


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- ETA: 8s - loss: 0.0639 - acc: 0.9816


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- ETA: 8s - loss: 0.0751 - acc: 0.9809


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- ETA: 8s - loss: 0.0784 - acc: 0.9786


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- ETA: 8s - loss: 0.0821 - acc: 0.9766


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- ETA: 8s - loss: 0.0891 - acc: 0.9740


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- ETA: 8s - loss: 0.0867 - acc: 0.9741


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- ETA: 8s - loss: 0.0845 - acc: 0.9752


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- ETA: 7s - loss: 0.0820 - acc: 0.9763


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- ETA: 7s - loss: 0.0802 - acc: 0.9766


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- ETA: 7s - loss: 0.0810 - acc: 0.9763


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- ETA: 7s - loss: 0.0824 - acc: 0.9748


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- ETA: 7s - loss: 0.0813 - acc: 0.9752


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- ETA: 7s - loss: 0.0797 - acc: 0.9755


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- ETA: 7s - loss: 0.0790 - acc: 0.9758


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- ETA: 7s - loss: 0.0772 - acc: 0.9766


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- ETA: 7s - loss: 0.0767 - acc: 0.9759


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- ETA: 6s - loss: 0.0776 - acc: 0.9752


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- ETA: 6s - loss: 0.0763 - acc: 0.9754


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- ETA: 6s - loss: 0.0774 - acc: 0.9748


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- ETA: 6s - loss: 0.0761 - acc: 0.9755


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- ETA: 6s - loss: 0.0783 - acc: 0.9749


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- ETA: 6s - loss: 0.0767 - acc: 0.9755


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- ETA: 6s - loss: 0.0767 - acc: 0.9754


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- ETA: 5s - loss: 0.0764 - acc: 0.9748


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- ETA: 5s - loss: 0.0763 - acc: 0.9747


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- ETA: 5s - loss: 0.0781 - acc: 0.9741


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- ETA: 5s - loss: 0.0772 - acc: 0.9740


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- ETA: 5s - loss: 0.0756 - acc: 0.9746


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- ETA: 5s - loss: 0.0742 - acc: 0.9752


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- ETA: 5s - loss: 0.0740 - acc: 0.9750


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- ETA: 4s - loss: 0.0727 - acc: 0.9756


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- ETA: 4s - loss: 0.0743 - acc: 0.9748


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- ETA: 4s - loss: 0.0735 - acc: 0.9750


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- ETA: 4s - loss: 0.0746 - acc: 0.9742


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- ETA: 4s - loss: 0.0739 - acc: 0.9744


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- ETA: 4s - loss: 0.0737 - acc: 0.9743


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- ETA: 4s - loss: 0.0737 - acc: 0.9742


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- ETA: 3s - loss: 0.0749 - acc: 0.9735


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- ETA: 3s - loss: 0.0738 - acc: 0.9740


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- ETA: 3s - loss: 0.0744 - acc: 0.9736


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- ETA: 3s - loss: 0.0750 - acc: 0.9730


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- ETA: 3s - loss: 0.0754 - acc: 0.9727


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- ETA: 3s - loss: 0.0748 - acc: 0.9729


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- ETA: 2s - loss: 0.0743 - acc: 0.9730


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- ETA: 2s - loss: 0.0735 - acc: 0.9735


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- ETA: 2s - loss: 0.0735 - acc: 0.9734


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- ETA: 2s - loss: 0.0726 - acc: 0.9738


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- ETA: 2s - loss: 0.0723 - acc: 0.9740


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- ETA: 2s - loss: 0.0719 - acc: 0.9739


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- ETA: 1s - loss: 0.0713 - acc: 0.9743


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- ETA: 1s - loss: 0.0710 - acc: 0.9742


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- ETA: 1s - loss: 0.0709 - acc: 0.9742


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- ETA: 1s - loss: 0.0704 - acc: 0.9743


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- ETA: 1s - loss: 0.0711 - acc: 0.9744


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- ETA: 1s - loss: 0.0704 - acc: 0.9748


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- ETA: 0s - loss: 0.0700 - acc: 0.9747


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- ETA: 0s - loss: 0.0714 - acc: 0.9744


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- ETA: 0s - loss: 0.0705 - acc: 0.9748


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- ETA: 0s - loss: 0.0703 - acc: 0.9749


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- ETA: 0s - loss: 0.0696 - acc: 0.9752


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- ETA: 0s - loss: 0.0692 - acc: 0.9754

64/878 [=>............................]

- ETA: 0s - loss: 0.6044 - acc: 0.8906


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- ETA: 0s - loss: 0.4472 - acc: 0.9115


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- ETA: 0s - loss: 0.3819 - acc: 0.9125


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- ETA: 0s - loss: 0.4842 - acc: 0.9129


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- ETA: 0s - loss: 0.4867 - acc: 0.9097


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- ETA: 0s - loss: 0.4734 - acc: 0.9125


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- ETA: 0s - loss: 0.4722 - acc: 0.9134


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- ETA: 0s - loss: 0.4994 - acc: 0.9141


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- ETA: 0s - loss: 0.4899 - acc: 0.9123


878/878 [==============================]

- 1s 848us/sample - loss: 0.4846 - acc: 0.9146



78/78 [==============================]

- 14s 173ms/step - loss: 0.0690 - acc: 0.9755 - val_loss: 0.4828 - val_acc: 0.9146


Epoch 95/100

1/78 [..............................]

- ETA: 6s - loss: 0.0951 - acc: 0.9688


2/78 [..............................]

- ETA: 7s - loss: 0.0677 - acc: 0.9766


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- ETA: 6s - loss: 0.0628 - acc: 0.9792


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- ETA: 6s - loss: 0.0713 - acc: 0.9727


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- ETA: 6s - loss: 0.0640 - acc: 0.9719


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- ETA: 6s - loss: 0.0597 - acc: 0.9766


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- ETA: 6s - loss: 0.0658 - acc: 0.9754


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- ETA: 7s - loss: 0.0725 - acc: 0.9727


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- ETA: 7s - loss: 0.0653 - acc: 0.9757


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- ETA: 7s - loss: 0.0675 - acc: 0.9750


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- ETA: 8s - loss: 0.0616 - acc: 0.9773


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- ETA: 8s - loss: 0.0656 - acc: 0.9766


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- ETA: 8s - loss: 0.0741 - acc: 0.9724


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- ETA: 8s - loss: 0.0752 - acc: 0.9721


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- ETA: 8s - loss: 0.0716 - acc: 0.9740


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- ETA: 8s - loss: 0.0692 - acc: 0.9746


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- ETA: 8s - loss: 0.0666 - acc: 0.9761


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- ETA: 8s - loss: 0.0686 - acc: 0.9757


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- ETA: 8s - loss: 0.0704 - acc: 0.9753


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- ETA: 8s - loss: 0.0750 - acc: 0.9742


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- ETA: 8s - loss: 0.0738 - acc: 0.9747


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- ETA: 8s - loss: 0.0717 - acc: 0.9759


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- ETA: 8s - loss: 0.0715 - acc: 0.9762


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- ETA: 8s - loss: 0.0702 - acc: 0.9766


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- ETA: 8s - loss: 0.0679 - acc: 0.9775


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- ETA: 8s - loss: 0.0680 - acc: 0.9778


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- ETA: 8s - loss: 0.0697 - acc: 0.9769


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- ETA: 8s - loss: 0.0716 - acc: 0.9760


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- ETA: 7s - loss: 0.0707 - acc: 0.9763


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- ETA: 7s - loss: 0.0703 - acc: 0.9760


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- ETA: 7s - loss: 0.0691 - acc: 0.9763


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- ETA: 7s - loss: 0.0680 - acc: 0.9766


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- ETA: 7s - loss: 0.0684 - acc: 0.9763


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- ETA: 7s - loss: 0.0672 - acc: 0.9770


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- ETA: 7s - loss: 0.0659 - acc: 0.9777


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- ETA: 6s - loss: 0.0664 - acc: 0.9766


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- ETA: 6s - loss: 0.0651 - acc: 0.9772


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- ETA: 6s - loss: 0.0655 - acc: 0.9770


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- ETA: 6s - loss: 0.0645 - acc: 0.9776


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- ETA: 6s - loss: 0.0635 - acc: 0.9777


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- ETA: 6s - loss: 0.0625 - acc: 0.9783


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- ETA: 6s - loss: 0.0614 - acc: 0.9788


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- ETA: 5s - loss: 0.0603 - acc: 0.9793


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- ETA: 5s - loss: 0.0608 - acc: 0.9794


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- ETA: 5s - loss: 0.0609 - acc: 0.9788


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- ETA: 5s - loss: 0.0606 - acc: 0.9789


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- ETA: 5s - loss: 0.0610 - acc: 0.9787


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- ETA: 5s - loss: 0.0600 - acc: 0.9792


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- ETA: 4s - loss: 0.0589 - acc: 0.9796


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- ETA: 4s - loss: 0.0586 - acc: 0.9794


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- ETA: 4s - loss: 0.0576 - acc: 0.9798


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- ETA: 4s - loss: 0.0592 - acc: 0.9793


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- ETA: 4s - loss: 0.0586 - acc: 0.9797


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- ETA: 4s - loss: 0.0581 - acc: 0.9797


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- ETA: 3s - loss: 0.0587 - acc: 0.9793


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- ETA: 3s - loss: 0.0588 - acc: 0.9791


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- ETA: 3s - loss: 0.0590 - acc: 0.9786


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- ETA: 3s - loss: 0.0586 - acc: 0.9787


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- ETA: 3s - loss: 0.0586 - acc: 0.9785


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- ETA: 3s - loss: 0.0589 - acc: 0.9784


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- ETA: 2s - loss: 0.0598 - acc: 0.9785


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- ETA: 2s - loss: 0.0611 - acc: 0.9783


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- ETA: 2s - loss: 0.0608 - acc: 0.9782


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- ETA: 2s - loss: 0.0630 - acc: 0.9775


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- ETA: 2s - loss: 0.0624 - acc: 0.9779


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- ETA: 2s - loss: 0.0620 - acc: 0.9780


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- ETA: 1s - loss: 0.0622 - acc: 0.9778


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- ETA: 1s - loss: 0.0620 - acc: 0.9779


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- ETA: 1s - loss: 0.0616 - acc: 0.9780


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- ETA: 1s - loss: 0.0608 - acc: 0.9783


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- ETA: 1s - loss: 0.0601 - acc: 0.9787


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- ETA: 1s - loss: 0.0607 - acc: 0.9781


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- ETA: 0s - loss: 0.0601 - acc: 0.9784


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- ETA: 0s - loss: 0.0594 - acc: 0.9787


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- ETA: 0s - loss: 0.0592 - acc: 0.9790


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- ETA: 0s - loss: 0.0613 - acc: 0.9783


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- ETA: 0s - loss: 0.0610 - acc: 0.9786

64/878 [=>............................]

- ETA: 0s - loss: 0.6458 - acc: 0.9219


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- ETA: 0s - loss: 0.4399 - acc: 0.9219


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- ETA: 0s - loss: 0.3856 - acc: 0.9219


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- ETA: 0s - loss: 0.4302 - acc: 0.9115


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- ETA: 0s - loss: 0.4839 - acc: 0.9121


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- ETA: 0s - loss: 0.4734 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4679 - acc: 0.9102


878/878 [==============================]

- 1s 604us/sample - loss: 0.4590 - acc: 0.9100



78/78 [==============================]

- 14s 181ms/step - loss: 0.0607 - acc: 0.9787 - val_loss: 0.4577 - val_acc: 0.9100


Epoch 96/100

1/78 [..............................]

- ETA: 5s - loss: 0.0413 - acc: 0.9844


2/78 [..............................]

- ETA: 5s - loss: 0.0492 - acc: 0.9766


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- ETA: 5s - loss: 0.0764 - acc: 0.9740


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- ETA: 5s - loss: 0.0626 - acc: 0.9805


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- ETA: 6s - loss: 0.0603 - acc: 0.9812


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- ETA: 7s - loss: 0.0583 - acc: 0.9818


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- ETA: 7s - loss: 0.0574 - acc: 0.9821


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- ETA: 8s - loss: 0.0615 - acc: 0.9824


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- ETA: 8s - loss: 0.0582 - acc: 0.9809


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- ETA: 8s - loss: 0.0585 - acc: 0.9797


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- ETA: 8s - loss: 0.0576 - acc: 0.9801


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- ETA: 8s - loss: 0.0533 - acc: 0.9818


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- ETA: 8s - loss: 0.0645 - acc: 0.9796


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- ETA: 8s - loss: 0.0606 - acc: 0.9810


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- ETA: 8s - loss: 0.0593 - acc: 0.9812


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- ETA: 8s - loss: 0.0587 - acc: 0.9824


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- ETA: 8s - loss: 0.0635 - acc: 0.9789


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- ETA: 8s - loss: 0.0626 - acc: 0.9792


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- ETA: 8s - loss: 0.0638 - acc: 0.9786


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- ETA: 8s - loss: 0.0662 - acc: 0.9789


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- ETA: 8s - loss: 0.0675 - acc: 0.9777


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- ETA: 8s - loss: 0.0666 - acc: 0.9780


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- ETA: 8s - loss: 0.0687 - acc: 0.9769


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- ETA: 8s - loss: 0.0705 - acc: 0.9766


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- ETA: 8s - loss: 0.0688 - acc: 0.9769


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- ETA: 7s - loss: 0.0678 - acc: 0.9772


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- ETA: 7s - loss: 0.0706 - acc: 0.9774


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- ETA: 7s - loss: 0.0709 - acc: 0.9771


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- ETA: 7s - loss: 0.0701 - acc: 0.9768


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- ETA: 7s - loss: 0.0701 - acc: 0.9769


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- ETA: 7s - loss: 0.0689 - acc: 0.9771


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- ETA: 7s - loss: 0.0670 - acc: 0.9778


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- ETA: 6s - loss: 0.0718 - acc: 0.9761


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- ETA: 6s - loss: 0.0748 - acc: 0.9764


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- ETA: 6s - loss: 0.0743 - acc: 0.9761


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- ETA: 6s - loss: 0.0794 - acc: 0.9746


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- ETA: 6s - loss: 0.0798 - acc: 0.9745


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- ETA: 6s - loss: 0.0788 - acc: 0.9747


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- ETA: 6s - loss: 0.0785 - acc: 0.9746


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- ETA: 5s - loss: 0.0801 - acc: 0.9736


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- ETA: 5s - loss: 0.0822 - acc: 0.9735


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- ETA: 5s - loss: 0.0808 - acc: 0.9741


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- ETA: 5s - loss: 0.0841 - acc: 0.9737


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- ETA: 5s - loss: 0.0857 - acc: 0.9732


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- ETA: 5s - loss: 0.0850 - acc: 0.9734


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- ETA: 5s - loss: 0.0834 - acc: 0.9740


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- ETA: 4s - loss: 0.0839 - acc: 0.9739


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- ETA: 4s - loss: 0.0832 - acc: 0.9741


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- ETA: 4s - loss: 0.0851 - acc: 0.9731


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- ETA: 4s - loss: 0.0844 - acc: 0.9733


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- ETA: 4s - loss: 0.0842 - acc: 0.9732


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- ETA: 4s - loss: 0.0834 - acc: 0.9737


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- ETA: 3s - loss: 0.0821 - acc: 0.9742


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- ETA: 3s - loss: 0.0818 - acc: 0.9741


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- ETA: 3s - loss: 0.0820 - acc: 0.9740


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- ETA: 3s - loss: 0.0813 - acc: 0.9742


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- ETA: 3s - loss: 0.0811 - acc: 0.9741


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- ETA: 3s - loss: 0.0802 - acc: 0.9745


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- ETA: 3s - loss: 0.0815 - acc: 0.9744


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- ETA: 2s - loss: 0.0821 - acc: 0.9741


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- ETA: 2s - loss: 0.0812 - acc: 0.9743


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- ETA: 2s - loss: 0.0802 - acc: 0.9744


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- ETA: 2s - loss: 0.0799 - acc: 0.9746


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- ETA: 2s - loss: 0.0797 - acc: 0.9750


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- ETA: 2s - loss: 0.0790 - acc: 0.9751


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- ETA: 1s - loss: 0.0784 - acc: 0.9753


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- ETA: 1s - loss: 0.0791 - acc: 0.9747


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- ETA: 1s - loss: 0.0792 - acc: 0.9746


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- ETA: 1s - loss: 0.0783 - acc: 0.9750


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- ETA: 1s - loss: 0.0793 - acc: 0.9749


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- ETA: 1s - loss: 0.0794 - acc: 0.9748


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- ETA: 0s - loss: 0.0798 - acc: 0.9747


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- ETA: 0s - loss: 0.0800 - acc: 0.9749


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- ETA: 0s - loss: 0.0794 - acc: 0.9750


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- ETA: 0s - loss: 0.0795 - acc: 0.9749


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- ETA: 0s - loss: 0.0791 - acc: 0.9750


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- ETA: 0s - loss: 0.0788 - acc: 0.9749

64/878 [=>............................]

- ETA: 0s - loss: 0.6156 - acc: 0.9375


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- ETA: 0s - loss: 0.3887 - acc: 0.9375


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- ETA: 0s - loss: 0.3802 - acc: 0.9187


448/878 [==============>...............]

- ETA: 0s - loss: 0.4191 - acc: 0.9196


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- ETA: 0s - loss: 0.4269 - acc: 0.9132


704/878 [=======================>......]

- ETA: 0s - loss: 0.4083 - acc: 0.9148


832/878 [===========================>..]

- ETA: 0s - loss: 0.4361 - acc: 0.9147


878/878 [==============================]

- 1s 594us/sample - loss: 0.4392 - acc: 0.9134



78/78 [==============================]

- 13s 170ms/step - loss: 0.0783 - acc: 0.9751 - val_loss: 0.4402 - val_acc: 0.9134


Epoch 97/100

1/78 [..............................]

- ETA: 5s - loss: 0.1982 - acc: 0.9219


2/78 [..............................]

- ETA: 6s - loss: 0.1378 - acc: 0.9453


3/78 [>.............................]

- ETA: 6s - loss: 0.1064 - acc: 0.9583


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- ETA: 6s - loss: 0.0833 - acc: 0.9688


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- ETA: 7s - loss: 0.1074 - acc: 0.9719


6/78 [=>............................]

- ETA: 8s - loss: 0.1162 - acc: 0.9661


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- ETA: 8s - loss: 0.1060 - acc: 0.9688


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- ETA: 9s - loss: 0.1241 - acc: 0.9668


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- ETA: 9s - loss: 0.1213 - acc: 0.9653


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- ETA: 9s - loss: 0.1111 - acc: 0.9688


11/78 [===>..........................]

- ETA: 9s - loss: 0.1038 - acc: 0.9693


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- ETA: 9s - loss: 0.1065 - acc: 0.9693


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- ETA: 9s - loss: 0.1061 - acc: 0.9668


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- ETA: 9s - loss: 0.1094 - acc: 0.9658


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- ETA: 9s - loss: 0.1041 - acc: 0.9681


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- ETA: 9s - loss: 0.1013 - acc: 0.9682


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- ETA: 9s - loss: 0.0977 - acc: 0.9691


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- ETA: 9s - loss: 0.0964 - acc: 0.9691


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- ETA: 9s - loss: 0.0998 - acc: 0.9691


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- ETA: 9s - loss: 0.0965 - acc: 0.9699


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- ETA: 9s - loss: 0.0949 - acc: 0.9706


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- ETA: 9s - loss: 0.0936 - acc: 0.9705


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- ETA: 9s - loss: 0.0908 - acc: 0.9718


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- ETA: 8s - loss: 0.0897 - acc: 0.9717


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- ETA: 8s - loss: 0.0885 - acc: 0.9722


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- ETA: 8s - loss: 0.0864 - acc: 0.9726


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- ETA: 8s - loss: 0.0845 - acc: 0.9731


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- ETA: 8s - loss: 0.0845 - acc: 0.9729


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- ETA: 8s - loss: 0.0848 - acc: 0.9722


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- ETA: 8s - loss: 0.0850 - acc: 0.9716


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- ETA: 7s - loss: 0.0839 - acc: 0.9715


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- ETA: 7s - loss: 0.0871 - acc: 0.9714


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- ETA: 7s - loss: 0.0855 - acc: 0.9718


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- ETA: 7s - loss: 0.0870 - acc: 0.9717


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- ETA: 7s - loss: 0.0855 - acc: 0.9721


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- ETA: 7s - loss: 0.0840 - acc: 0.9729


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- ETA: 6s - loss: 0.0851 - acc: 0.9715


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- ETA: 6s - loss: 0.0857 - acc: 0.9718


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- ETA: 6s - loss: 0.0846 - acc: 0.9721


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- ETA: 6s - loss: 0.0841 - acc: 0.9721


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- ETA: 6s - loss: 0.0826 - acc: 0.9724


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- ETA: 6s - loss: 0.0809 - acc: 0.9730


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- ETA: 6s - loss: 0.0794 - acc: 0.9737


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- ETA: 5s - loss: 0.0789 - acc: 0.9735


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- ETA: 5s - loss: 0.0793 - acc: 0.9734


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- ETA: 5s - loss: 0.0822 - acc: 0.9716


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- ETA: 5s - loss: 0.0826 - acc: 0.9719


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- ETA: 5s - loss: 0.0811 - acc: 0.9725


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- ETA: 5s - loss: 0.0818 - acc: 0.9721


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- ETA: 4s - loss: 0.0827 - acc: 0.9714


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- ETA: 4s - loss: 0.0823 - acc: 0.9716


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- ETA: 4s - loss: 0.0831 - acc: 0.9713


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- ETA: 4s - loss: 0.0824 - acc: 0.9715


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- ETA: 4s - loss: 0.0816 - acc: 0.9718


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- ETA: 4s - loss: 0.0817 - acc: 0.9720


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- ETA: 3s - loss: 0.0826 - acc: 0.9717


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- ETA: 3s - loss: 0.0817 - acc: 0.9722


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- ETA: 3s - loss: 0.0826 - acc: 0.9716


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- ETA: 3s - loss: 0.0826 - acc: 0.9715


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- ETA: 3s - loss: 0.0830 - acc: 0.9710


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- ETA: 3s - loss: 0.0838 - acc: 0.9707


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- ETA: 2s - loss: 0.0828 - acc: 0.9709


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- ETA: 2s - loss: 0.0826 - acc: 0.9711


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- ETA: 2s - loss: 0.0830 - acc: 0.9708


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- ETA: 2s - loss: 0.0834 - acc: 0.9710


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- ETA: 2s - loss: 0.0825 - acc: 0.9715


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- ETA: 1s - loss: 0.0816 - acc: 0.9719


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- ETA: 1s - loss: 0.0813 - acc: 0.9718


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- ETA: 1s - loss: 0.0813 - acc: 0.9718


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- ETA: 1s - loss: 0.0809 - acc: 0.9720


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- ETA: 1s - loss: 0.0800 - acc: 0.9722


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- ETA: 1s - loss: 0.0800 - acc: 0.9719


73/78 [===========================>..]

- ETA: 0s - loss: 0.0798 - acc: 0.9721


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- ETA: 0s - loss: 0.0798 - acc: 0.9720


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- ETA: 0s - loss: 0.0813 - acc: 0.9718


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- ETA: 0s - loss: 0.0814 - acc: 0.9717


77/78 [============================>.]

- ETA: 0s - loss: 0.0806 - acc: 0.9721

64/878 [=>............................]

- ETA: 0s - loss: 0.7068 - acc: 0.8906


192/878 [=====>........................]

- ETA: 0s - loss: 0.4859 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.4539 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4735 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.4656 - acc: 0.9004


640/878 [====================>.........]

- ETA: 0s - loss: 0.4800 - acc: 0.8984


768/878 [=========================>....]

- ETA: 0s - loss: 0.4901 - acc: 0.8945


878/878 [==============================]

- 1s 609us/sample - loss: 0.4889 - acc: 0.8952



78/78 [==============================]

- 15s 188ms/step - loss: 0.0812 - acc: 0.9716 - val_loss: 0.4874 - val_acc: 0.8952


Epoch 98/100

1/78 [..............................]

- ETA: 5s - loss: 0.0343 - acc: 0.9844


2/78 [..............................]

- ETA: 5s - loss: 0.0406 - acc: 0.9844


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- ETA: 5s - loss: 0.0690 - acc: 0.9740


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- ETA: 6s - loss: 0.0735 - acc: 0.9688


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- ETA: 8s - loss: 0.0741 - acc: 0.9719


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- ETA: 8s - loss: 0.0654 - acc: 0.9766


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- ETA: 9s - loss: 0.0579 - acc: 0.9799


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- ETA: 9s - loss: 0.0609 - acc: 0.9766


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- ETA: 9s - loss: 0.0586 - acc: 0.9774


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- ETA: 9s - loss: 0.0689 - acc: 0.9734


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- ETA: 9s - loss: 0.0805 - acc: 0.9730


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- ETA: 9s - loss: 0.0870 - acc: 0.9727


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- ETA: 9s - loss: 0.0958 - acc: 0.9712


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- ETA: 10s - loss: 0.0918 - acc: 0.9721


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- ETA: 9s - loss: 0.0904 - acc: 0.9719


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- ETA: 9s - loss: 0.0928 - acc: 0.9707


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- ETA: 9s - loss: 0.0983 - acc: 0.9697


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- ETA: 9s - loss: 0.0979 - acc: 0.9688


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- ETA: 9s - loss: 0.0959 - acc: 0.9688


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- ETA: 9s - loss: 0.0957 - acc: 0.9688


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- ETA: 9s - loss: 0.0962 - acc: 0.9673


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- ETA: 9s - loss: 0.0943 - acc: 0.9680


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- ETA: 9s - loss: 0.0931 - acc: 0.9681


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- ETA: 8s - loss: 0.0916 - acc: 0.9688


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- ETA: 8s - loss: 0.0913 - acc: 0.9688


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- ETA: 8s - loss: 0.0919 - acc: 0.9681


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- ETA: 8s - loss: 0.0922 - acc: 0.9688


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- ETA: 8s - loss: 0.0918 - acc: 0.9688


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- ETA: 8s - loss: 0.0913 - acc: 0.9693


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- ETA: 8s - loss: 0.0897 - acc: 0.9698


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- ETA: 7s - loss: 0.0897 - acc: 0.9693


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- ETA: 7s - loss: 0.0899 - acc: 0.9692


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- ETA: 7s - loss: 0.0887 - acc: 0.9697


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- ETA: 7s - loss: 0.0892 - acc: 0.9692


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- ETA: 7s - loss: 0.0874 - acc: 0.9696


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- ETA: 7s - loss: 0.0856 - acc: 0.9701


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- ETA: 6s - loss: 0.0848 - acc: 0.9700


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- ETA: 6s - loss: 0.0845 - acc: 0.9700


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- ETA: 6s - loss: 0.0827 - acc: 0.9708


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- ETA: 6s - loss: 0.0813 - acc: 0.9711


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- ETA: 6s - loss: 0.0846 - acc: 0.9699


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- ETA: 6s - loss: 0.0829 - acc: 0.9706


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- ETA: 5s - loss: 0.0816 - acc: 0.9709


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- ETA: 5s - loss: 0.0815 - acc: 0.9709


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- ETA: 5s - loss: 0.0831 - acc: 0.9708


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- ETA: 5s - loss: 0.0838 - acc: 0.9704


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- ETA: 5s - loss: 0.0825 - acc: 0.9707


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- ETA: 5s - loss: 0.0850 - acc: 0.9697


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- ETA: 4s - loss: 0.0843 - acc: 0.9700


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- ETA: 4s - loss: 0.0843 - acc: 0.9697


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- ETA: 4s - loss: 0.0828 - acc: 0.9703


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- ETA: 4s - loss: 0.0821 - acc: 0.9706


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- ETA: 4s - loss: 0.0819 - acc: 0.9708


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- ETA: 4s - loss: 0.0815 - acc: 0.9708


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- ETA: 3s - loss: 0.0808 - acc: 0.9707


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- ETA: 3s - loss: 0.0800 - acc: 0.9713


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- ETA: 3s - loss: 0.0789 - acc: 0.9718


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- ETA: 3s - loss: 0.0798 - acc: 0.9714


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- ETA: 3s - loss: 0.0807 - acc: 0.9711


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- ETA: 3s - loss: 0.0820 - acc: 0.9708


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- ETA: 2s - loss: 0.0807 - acc: 0.9713


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- ETA: 2s - loss: 0.0806 - acc: 0.9713


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- ETA: 2s - loss: 0.0798 - acc: 0.9717


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- ETA: 2s - loss: 0.0788 - acc: 0.9720


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- ETA: 2s - loss: 0.0796 - acc: 0.9720


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- ETA: 2s - loss: 0.0797 - acc: 0.9722


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- ETA: 1s - loss: 0.0789 - acc: 0.9726


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- ETA: 1s - loss: 0.0791 - acc: 0.9723


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- ETA: 1s - loss: 0.0782 - acc: 0.9725


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- ETA: 1s - loss: 0.0779 - acc: 0.9727


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- ETA: 1s - loss: 0.0772 - acc: 0.9728


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- ETA: 1s - loss: 0.0767 - acc: 0.9728


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- ETA: 0s - loss: 0.0768 - acc: 0.9723


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- ETA: 0s - loss: 0.0763 - acc: 0.9724


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- ETA: 0s - loss: 0.0762 - acc: 0.9722


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- ETA: 0s - loss: 0.0753 - acc: 0.9725


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- ETA: 0s - loss: 0.0754 - acc: 0.9727

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- ETA: 0s - loss: 0.8416 - acc: 0.9062


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- ETA: 0s - loss: 0.4681 - acc: 0.9167


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- ETA: 0s - loss: 0.4044 - acc: 0.9125


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- ETA: 0s - loss: 0.4409 - acc: 0.9085


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- ETA: 0s - loss: 0.4467 - acc: 0.9062


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- ETA: 0s - loss: 0.4147 - acc: 0.9119


832/878 [===========================>..]

- ETA: 0s - loss: 0.4324 - acc: 0.9087


878/878 [==============================]

- 1s 600us/sample - loss: 0.4238 - acc: 0.9100



78/78 [==============================]

- 14s 180ms/step - loss: 0.0751 - acc: 0.9729 - val_loss: 0.4209 - val_acc: 0.9100


Epoch 99/100

1/78 [..............................]

- ETA: 5s - loss: 0.0205 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0479 - acc: 0.9844


3/78 [>.............................]

- ETA: 5s - loss: 0.0452 - acc: 0.9827


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- ETA: 5s - loss: 0.0373 - acc: 0.9873


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- ETA: 6s - loss: 0.0365 - acc: 0.9867


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- ETA: 7s - loss: 0.0368 - acc: 0.9863


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- ETA: 8s - loss: 0.0398 - acc: 0.9860


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- ETA: 8s - loss: 0.0465 - acc: 0.9838


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- ETA: 8s - loss: 0.0607 - acc: 0.9820


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- ETA: 9s - loss: 0.0623 - acc: 0.9807


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- ETA: 9s - loss: 0.0775 - acc: 0.9796


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- ETA: 9s - loss: 0.0749 - acc: 0.9813


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- ETA: 9s - loss: 0.0702 - acc: 0.9828


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- ETA: 9s - loss: 0.0676 - acc: 0.9829


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- ETA: 9s - loss: 0.0679 - acc: 0.9809


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- ETA: 9s - loss: 0.0680 - acc: 0.9801


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- ETA: 10s - loss: 0.0662 - acc: 0.9794


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- ETA: 10s - loss: 0.0707 - acc: 0.9771


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- ETA: 9s - loss: 0.0727 - acc: 0.9766


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- ETA: 9s - loss: 0.0737 - acc: 0.9770


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- ETA: 9s - loss: 0.0710 - acc: 0.9781


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- ETA: 9s - loss: 0.0689 - acc: 0.9791


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- ETA: 9s - loss: 0.0674 - acc: 0.9800


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- ETA: 9s - loss: 0.0657 - acc: 0.9802


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- ETA: 9s - loss: 0.0692 - acc: 0.9791


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- ETA: 9s - loss: 0.0676 - acc: 0.9799


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- ETA: 8s - loss: 0.0664 - acc: 0.9801


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- ETA: 8s - loss: 0.0651 - acc: 0.9803


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- ETA: 8s - loss: 0.0653 - acc: 0.9799


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- ETA: 8s - loss: 0.0656 - acc: 0.9790


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- ETA: 8s - loss: 0.0644 - acc: 0.9791


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- ETA: 8s - loss: 0.0677 - acc: 0.9783


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- ETA: 8s - loss: 0.0673 - acc: 0.9785


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- ETA: 7s - loss: 0.0662 - acc: 0.9791


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- ETA: 7s - loss: 0.0655 - acc: 0.9788


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- ETA: 7s - loss: 0.0639 - acc: 0.9794


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- ETA: 7s - loss: 0.0624 - acc: 0.9800


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- ETA: 7s - loss: 0.0621 - acc: 0.9797


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- ETA: 7s - loss: 0.0614 - acc: 0.9798


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- ETA: 6s - loss: 0.0665 - acc: 0.9784


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- ETA: 6s - loss: 0.0654 - acc: 0.9789


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- ETA: 6s - loss: 0.0673 - acc: 0.9786


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- ETA: 6s - loss: 0.0671 - acc: 0.9784


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- ETA: 6s - loss: 0.0669 - acc: 0.9782


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- ETA: 6s - loss: 0.0661 - acc: 0.9783


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- ETA: 5s - loss: 0.0658 - acc: 0.9781


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- ETA: 5s - loss: 0.0664 - acc: 0.9779


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- ETA: 5s - loss: 0.0655 - acc: 0.9784


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- ETA: 5s - loss: 0.0653 - acc: 0.9785


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- ETA: 5s - loss: 0.0652 - acc: 0.9786


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- ETA: 4s - loss: 0.0665 - acc: 0.9787


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- ETA: 4s - loss: 0.0654 - acc: 0.9791


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- ETA: 4s - loss: 0.0644 - acc: 0.9795


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- ETA: 4s - loss: 0.0650 - acc: 0.9791


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- ETA: 4s - loss: 0.0649 - acc: 0.9791


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- ETA: 4s - loss: 0.0656 - acc: 0.9790


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- ETA: 3s - loss: 0.0646 - acc: 0.9793


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- ETA: 3s - loss: 0.0638 - acc: 0.9797


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- ETA: 3s - loss: 0.0639 - acc: 0.9798


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- ETA: 3s - loss: 0.0635 - acc: 0.9801


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- ETA: 3s - loss: 0.0641 - acc: 0.9802


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- ETA: 2s - loss: 0.0639 - acc: 0.9802


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- ETA: 2s - loss: 0.0640 - acc: 0.9801


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- ETA: 2s - loss: 0.0633 - acc: 0.9804


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- ETA: 2s - loss: 0.0638 - acc: 0.9802


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- ETA: 2s - loss: 0.0640 - acc: 0.9798


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- ETA: 2s - loss: 0.0640 - acc: 0.9796


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- ETA: 1s - loss: 0.0635 - acc: 0.9799


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- ETA: 1s - loss: 0.0629 - acc: 0.9800


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- ETA: 1s - loss: 0.0637 - acc: 0.9794


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- ETA: 1s - loss: 0.0635 - acc: 0.9794


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- ETA: 1s - loss: 0.0630 - acc: 0.9795


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- ETA: 0s - loss: 0.0639 - acc: 0.9796


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- ETA: 0s - loss: 0.0636 - acc: 0.9794


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- ETA: 0s - loss: 0.0632 - acc: 0.9795


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- ETA: 0s - loss: 0.0633 - acc: 0.9794


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- ETA: 0s - loss: 0.0636 - acc: 0.9790

64/878 [=>............................]

- ETA: 0s - loss: 0.6747 - acc: 0.8906


192/878 [=====>........................]

- ETA: 0s - loss: 0.3987 - acc: 0.9167


320/878 [=========>....................]

- ETA: 0s - loss: 0.3716 - acc: 0.9125


448/878 [==============>...............]

- ETA: 0s - loss: 0.4148 - acc: 0.9107


576/878 [==================>...........]

- ETA: 0s - loss: 0.4265 - acc: 0.9115


704/878 [=======================>......]

- ETA: 0s - loss: 0.3921 - acc: 0.9148


832/878 [===========================>..]

- ETA: 0s - loss: 0.4277 - acc: 0.9135


878/878 [==============================]

- 1s 593us/sample - loss: 0.4151 - acc: 0.9157



78/78 [==============================]

- 15s 191ms/step - loss: 0.0632 - acc: 0.9791 - val_loss: 0.4108 - val_acc: 0.9157


Epoch 100/100

1/78 [..............................]

- ETA: 5s - loss: 0.0048 - acc: 1.0000


2/78 [..............................]

- ETA: 5s - loss: 0.0281 - acc: 0.9922


3/78 [>.............................]

- ETA: 5s - loss: 0.0326 - acc: 0.9896


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- ETA: 6s - loss: 0.0294 - acc: 0.9922


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- ETA: 7s - loss: 0.0254 - acc: 0.9937


6/78 [=>............................]

- ETA: 8s - loss: 0.0360 - acc: 0.9922


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- ETA: 8s - loss: 0.0454 - acc: 0.9866


8/78 [==>...........................]

- ETA: 9s - loss: 0.0407 - acc: 0.9883


9/78 [==>...........................]

- ETA: 9s - loss: 0.0394 - acc: 0.9878


10/78 [==>...........................]

- ETA: 9s - loss: 0.0407 - acc: 0.9891


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- ETA: 9s - loss: 0.0386 - acc: 0.9901


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- ETA: 9s - loss: 0.0381 - acc: 0.9896


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- ETA: 9s - loss: 0.0368 - acc: 0.9904


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- ETA: 9s - loss: 0.0403 - acc: 0.9900


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- ETA: 9s - loss: 0.0400 - acc: 0.9896


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- ETA: 9s - loss: 0.0405 - acc: 0.9893


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- ETA: 9s - loss: 0.0388 - acc: 0.9899


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- ETA: 9s - loss: 0.0372 - acc: 0.9905


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- ETA: 9s - loss: 0.0378 - acc: 0.9901


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- ETA: 9s - loss: 0.0378 - acc: 0.9898


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- ETA: 9s - loss: 0.0379 - acc: 0.9896


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- ETA: 8s - loss: 0.0396 - acc: 0.9879


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- ETA: 8s - loss: 0.0389 - acc: 0.9885


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- ETA: 8s - loss: 0.0397 - acc: 0.9883


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- ETA: 8s - loss: 0.0405 - acc: 0.9875


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- ETA: 8s - loss: 0.0427 - acc: 0.9874


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- ETA: 8s - loss: 0.0420 - acc: 0.9873


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- ETA: 8s - loss: 0.0426 - acc: 0.9866


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- ETA: 7s - loss: 0.0417 - acc: 0.9871


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- ETA: 7s - loss: 0.0428 - acc: 0.9865


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- ETA: 7s - loss: 0.0438 - acc: 0.9859


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- ETA: 7s - loss: 0.0455 - acc: 0.9854


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- ETA: 7s - loss: 0.0481 - acc: 0.9848


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- ETA: 7s - loss: 0.0481 - acc: 0.9844


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- ETA: 7s - loss: 0.0475 - acc: 0.9844


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- ETA: 6s - loss: 0.0471 - acc: 0.9844


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- ETA: 6s - loss: 0.0470 - acc: 0.9840


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- ETA: 6s - loss: 0.0463 - acc: 0.9844


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- ETA: 6s - loss: 0.0454 - acc: 0.9848


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- ETA: 6s - loss: 0.0482 - acc: 0.9840


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- ETA: 6s - loss: 0.0486 - acc: 0.9840


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- ETA: 6s - loss: 0.0532 - acc: 0.9833


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- ETA: 5s - loss: 0.0527 - acc: 0.9833


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- ETA: 5s - loss: 0.0528 - acc: 0.9833


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- ETA: 5s - loss: 0.0519 - acc: 0.9837


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- ETA: 5s - loss: 0.0563 - acc: 0.9827


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- ETA: 5s - loss: 0.0556 - acc: 0.9830


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- ETA: 4s - loss: 0.0550 - acc: 0.9830


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- ETA: 4s - loss: 0.0559 - acc: 0.9827


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- ETA: 4s - loss: 0.0567 - acc: 0.9821


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- ETA: 4s - loss: 0.0564 - acc: 0.9821


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- ETA: 4s - loss: 0.0575 - acc: 0.9819


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- ETA: 4s - loss: 0.0578 - acc: 0.9819


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- ETA: 4s - loss: 0.0568 - acc: 0.9823


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- ETA: 3s - loss: 0.0559 - acc: 0.9826


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- ETA: 3s - loss: 0.0564 - acc: 0.9826


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- ETA: 3s - loss: 0.0579 - acc: 0.9821


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- ETA: 3s - loss: 0.0573 - acc: 0.9824


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- ETA: 3s - loss: 0.0572 - acc: 0.9824


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- ETA: 3s - loss: 0.0569 - acc: 0.9825


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- ETA: 2s - loss: 0.0569 - acc: 0.9822


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- ETA: 2s - loss: 0.0563 - acc: 0.9823


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- ETA: 2s - loss: 0.0567 - acc: 0.9821


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- ETA: 2s - loss: 0.0565 - acc: 0.9821


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- ETA: 2s - loss: 0.0563 - acc: 0.9821


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- ETA: 2s - loss: 0.0565 - acc: 0.9817


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- ETA: 1s - loss: 0.0564 - acc: 0.9815


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- ETA: 1s - loss: 0.0567 - acc: 0.9811


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- ETA: 1s - loss: 0.0565 - acc: 0.9811


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- ETA: 1s - loss: 0.0560 - acc: 0.9814


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- ETA: 1s - loss: 0.0557 - acc: 0.9814


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- ETA: 1s - loss: 0.0561 - acc: 0.9813


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- ETA: 0s - loss: 0.0558 - acc: 0.9813


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- ETA: 0s - loss: 0.0552 - acc: 0.9816


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- ETA: 0s - loss: 0.0549 - acc: 0.9816


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- ETA: 0s - loss: 0.0550 - acc: 0.9816


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- ETA: 0s - loss: 0.0554 - acc: 0.9815

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- ETA: 0s - loss: 0.7812 - acc: 0.9062


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- ETA: 0s - loss: 0.5168 - acc: 0.9271


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- ETA: 0s - loss: 0.4342 - acc: 0.9219


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- ETA: 0s - loss: 0.4703 - acc: 0.9152


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- ETA: 0s - loss: 0.4654 - acc: 0.9062


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- ETA: 0s - loss: 0.4396 - acc: 0.9105


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- ETA: 0s - loss: 0.4762 - acc: 0.9099


878/878 [==============================]

- 1s 585us/sample - loss: 0.4594 - acc: 0.9134



78/78 [==============================]

- 14s 176ms/step - loss: 0.0556 - acc: 0.9813 - val_loss: 0.4536 - val_acc: 0.9134


Epoch 1/200

1/39 [..............................]

- ETA: 1:08 - loss: 1.6336 - acc: 0.1719


2/39 [>.............................]

- ETA: 36s - loss: 2.2781 - acc: 0.2031


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- ETA: 25s - loss: 2.0751 - acc: 0.2083


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- ETA: 20s - loss: 1.9648 - acc: 0.1953


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- ETA: 16s - loss: 1.8935 - acc: 0.2094


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- ETA: 14s - loss: 1.8470 - acc: 0.2057


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- ETA: 12s - loss: 1.8126 - acc: 0.2076


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- ETA: 11s - loss: 1.7868 - acc: 0.2080


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- ETA: 10s - loss: 1.7664 - acc: 0.2170


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- ETA: 9s - loss: 1.7497 - acc: 0.2156


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- ETA: 8s - loss: 1.7350 - acc: 0.2209


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- ETA: 8s - loss: 1.7222 - acc: 0.2201


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- ETA: 10s - loss: 1.7092 - acc: 0.2231


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- ETA: 9s - loss: 1.6952 - acc: 0.2262


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- ETA: 8s - loss: 1.6825 - acc: 0.2246


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- ETA: 7s - loss: 1.6683 - acc: 0.2252


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- ETA: 7s - loss: 1.6528 - acc: 0.2374


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- ETA: 6s - loss: 1.6466 - acc: 0.2394


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- ETA: 6s - loss: 1.6380 - acc: 0.2491


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- ETA: 5s - loss: 1.6297 - acc: 0.2566


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- ETA: 5s - loss: 1.6237 - acc: 0.2604


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- ETA: 5s - loss: 1.6144 - acc: 0.2653


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- ETA: 4s - loss: 1.6067 - acc: 0.2725


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- ETA: 4s - loss: 1.6018 - acc: 0.2784


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- ETA: 4s - loss: 1.5947 - acc: 0.2823


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- ETA: 3s - loss: 1.5890 - acc: 0.2859


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- ETA: 3s - loss: 1.5854 - acc: 0.2898


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- ETA: 3s - loss: 1.5802 - acc: 0.2931


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- ETA: 2s - loss: 1.5750 - acc: 0.2949


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- ETA: 2s - loss: 1.5656 - acc: 0.2997


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- ETA: 2s - loss: 1.5590 - acc: 0.3044


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- ETA: 2s - loss: 1.5521 - acc: 0.3056


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- ETA: 1s - loss: 1.5433 - acc: 0.3080


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- ETA: 1s - loss: 1.5356 - acc: 0.3123


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- ETA: 1s - loss: 1.5259 - acc: 0.3143


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- ETA: 0s - loss: 1.5169 - acc: 0.3162


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- ETA: 0s - loss: 1.5086 - acc: 0.3176


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- ETA: 0s - loss: 1.4985 - acc: 0.3230

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- ETA: 1s - loss: 1.1603 - acc: 0.5391


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- ETA: 0s - loss: 1.1127 - acc: 0.5469


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- ETA: 0s - loss: 1.1170 - acc: 0.5443


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- ETA: 0s - loss: 1.1256 - acc: 0.5332


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- ETA: 0s - loss: 1.1355 - acc: 0.5328


768/878 [=========================>....]

- ETA: 0s - loss: 1.1352 - acc: 0.5299


878/878 [==============================]

- 1s 1ms/sample - loss: 1.1370 - acc: 0.5296



39/39 [==============================]

- 13s 336ms/step - loss: 1.4893 - acc: 0.3256 - val_loss: 1.1372 - val_acc: 0.5296


Epoch 2/200

1/39 [..............................]

- ETA: 5s - loss: 1.1940 - acc: 0.3672


2/39 [>.............................]

- ETA: 5s - loss: 1.1656 - acc: 0.3906


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- ETA: 5s - loss: 1.1573 - acc: 0.4062


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- ETA: 5s - loss: 1.1580 - acc: 0.4043


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- ETA: 5s - loss: 1.1550 - acc: 0.4187


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- ETA: 5s - loss: 1.1560 - acc: 0.4232


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- ETA: 6s - loss: 1.1558 - acc: 0.4275


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- ETA: 6s - loss: 1.1446 - acc: 0.4443


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- ETA: 7s - loss: 1.1327 - acc: 0.4531


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- ETA: 7s - loss: 1.1322 - acc: 0.4523


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- ETA: 7s - loss: 1.1336 - acc: 0.4510


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- ETA: 7s - loss: 1.1337 - acc: 0.4460


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- ETA: 7s - loss: 1.1332 - acc: 0.4363


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- ETA: 6s - loss: 1.1334 - acc: 0.4353


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- ETA: 6s - loss: 1.1279 - acc: 0.4417


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- ETA: 6s - loss: 1.1258 - acc: 0.4463


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- ETA: 6s - loss: 1.1202 - acc: 0.4536


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- ETA: 6s - loss: 1.1197 - acc: 0.4579


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- ETA: 5s - loss: 1.1191 - acc: 0.4585


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- ETA: 5s - loss: 1.1138 - acc: 0.4645


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- ETA: 5s - loss: 1.1185 - acc: 0.4617


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- ETA: 5s - loss: 1.1195 - acc: 0.4577


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- ETA: 4s - loss: 1.1135 - acc: 0.4606


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- ETA: 4s - loss: 1.1098 - acc: 0.4642


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- ETA: 4s - loss: 1.1125 - acc: 0.4643


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- ETA: 4s - loss: 1.1134 - acc: 0.4627


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- ETA: 3s - loss: 1.1083 - acc: 0.4676


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- ETA: 3s - loss: 1.1131 - acc: 0.4679


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- ETA: 3s - loss: 1.1106 - acc: 0.4695


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- ETA: 2s - loss: 1.1089 - acc: 0.4703


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- ETA: 2s - loss: 1.1071 - acc: 0.4720


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- ETA: 2s - loss: 1.1030 - acc: 0.4736


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- ETA: 1s - loss: 1.1029 - acc: 0.4754


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- ETA: 1s - loss: 1.0970 - acc: 0.4789


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- ETA: 1s - loss: 1.0936 - acc: 0.4826


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- ETA: 0s - loss: 1.0905 - acc: 0.4846


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- ETA: 0s - loss: 1.0875 - acc: 0.4874


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- ETA: 0s - loss: 1.0863 - acc: 0.4896

128/878 [===>..........................]

- ETA: 0s - loss: 0.9620 - acc: 0.5781


256/878 [=======>......................]

- ETA: 0s - loss: 0.9500 - acc: 0.6055


384/878 [============>.................]

- ETA: 0s - loss: 0.9614 - acc: 0.6042


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- ETA: 0s - loss: 0.9661 - acc: 0.6152


640/878 [====================>.........]

- ETA: 0s - loss: 0.9819 - acc: 0.6078


768/878 [=========================>....]

- ETA: 0s - loss: 0.9857 - acc: 0.6081


878/878 [==============================]

- 1s 626us/sample - loss: 0.9846 - acc: 0.6128



39/39 [==============================]

- 13s 338ms/step - loss: 1.0862 - acc: 0.4906 - val_loss: 0.9844 - val_acc: 0.6128


Epoch 3/200

1/39 [..............................]

- ETA: 5s - loss: 0.8696 - acc: 0.6514


2/39 [>.............................]

- ETA: 6s - loss: 0.9679 - acc: 0.5949


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- ETA: 8s - loss: 0.9668 - acc: 0.5863


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- ETA: 9s - loss: 0.9560 - acc: 0.5761


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- ETA: 9s - loss: 0.9653 - acc: 0.5733


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- ETA: 9s - loss: 0.9558 - acc: 0.5928


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- ETA: 9s - loss: 0.9548 - acc: 0.5975


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- ETA: 9s - loss: 0.9517 - acc: 0.6070


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- ETA: 9s - loss: 0.9461 - acc: 0.6055


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- ETA: 8s - loss: 0.9382 - acc: 0.6027


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- ETA: 8s - loss: 0.9502 - acc: 0.5932


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- ETA: 8s - loss: 0.9625 - acc: 0.5887


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- ETA: 8s - loss: 0.9610 - acc: 0.5976


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- ETA: 7s - loss: 0.9557 - acc: 0.6035


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- ETA: 7s - loss: 0.9578 - acc: 0.6028


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- ETA: 7s - loss: 0.9506 - acc: 0.6092


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- ETA: 7s - loss: 0.9482 - acc: 0.6092


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- ETA: 6s - loss: 0.9435 - acc: 0.6131


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- ETA: 6s - loss: 0.9391 - acc: 0.6183


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- ETA: 6s - loss: 0.9359 - acc: 0.6198


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- ETA: 5s - loss: 0.9395 - acc: 0.6178


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- ETA: 5s - loss: 0.9352 - acc: 0.6214


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- ETA: 5s - loss: 0.9292 - acc: 0.6246


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- ETA: 4s - loss: 0.9309 - acc: 0.6236


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- ETA: 4s - loss: 0.9312 - acc: 0.6237


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- ETA: 4s - loss: 0.9283 - acc: 0.6250


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- ETA: 3s - loss: 0.9233 - acc: 0.6255


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- ETA: 3s - loss: 0.9254 - acc: 0.6258


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- ETA: 3s - loss: 0.9257 - acc: 0.6258


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- ETA: 3s - loss: 0.9246 - acc: 0.6284


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- ETA: 2s - loss: 0.9190 - acc: 0.6316


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- ETA: 2s - loss: 0.9193 - acc: 0.6313


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- ETA: 2s - loss: 0.9187 - acc: 0.6307


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- ETA: 1s - loss: 0.9160 - acc: 0.6307


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- ETA: 1s - loss: 0.9118 - acc: 0.6335


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- ETA: 1s - loss: 0.9077 - acc: 0.6365


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- ETA: 0s - loss: 0.9057 - acc: 0.6377


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- ETA: 0s - loss: 0.9007 - acc: 0.6384

128/878 [===>..........................]

- ETA: 0s - loss: 0.7875 - acc: 0.7188


256/878 [=======>......................]

- ETA: 0s - loss: 0.7464 - acc: 0.7227


384/878 [============>.................]

- ETA: 0s - loss: 0.7536 - acc: 0.7344


512/878 [================>.............]

- ETA: 0s - loss: 0.7556 - acc: 0.7344


640/878 [====================>.........]

- ETA: 0s - loss: 0.7809 - acc: 0.7297


768/878 [=========================>....]

- ETA: 0s - loss: 0.7776 - acc: 0.7253


878/878 [==============================]

- 1s 1ms/sample - loss: 0.7717 - acc: 0.7312



39/39 [==============================]

- 14s 362ms/step - loss: 0.8950 - acc: 0.6421 - val_loss: 0.7710 - val_acc: 0.7312


Epoch 4/200

1/39 [..............................]

- ETA: 8s - loss: 0.6583 - acc: 0.7422


2/39 [>.............................]

- ETA: 7s - loss: 0.7160 - acc: 0.7148


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- ETA: 7s - loss: 0.7341 - acc: 0.6849


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- ETA: 7s - loss: 0.7043 - acc: 0.7012


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- ETA: 8s - loss: 0.6856 - acc: 0.7109


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- ETA: 8s - loss: 0.6806 - acc: 0.7135


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- ETA: 8s - loss: 0.6875 - acc: 0.7087


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- ETA: 8s - loss: 0.6939 - acc: 0.7041


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- ETA: 8s - loss: 0.6823 - acc: 0.7109


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- ETA: 8s - loss: 0.6876 - acc: 0.7125


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- ETA: 8s - loss: 0.6940 - acc: 0.7041


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- ETA: 7s - loss: 0.6988 - acc: 0.7034


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- ETA: 7s - loss: 0.7012 - acc: 0.7046


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- ETA: 7s - loss: 0.7026 - acc: 0.7050


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- ETA: 7s - loss: 0.7055 - acc: 0.7044


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- ETA: 7s - loss: 0.7021 - acc: 0.7063


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- ETA: 6s - loss: 0.7010 - acc: 0.7070


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- ETA: 6s - loss: 0.6959 - acc: 0.7103


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- ETA: 6s - loss: 0.6922 - acc: 0.7091


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- ETA: 5s - loss: 0.6908 - acc: 0.7107


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- ETA: 5s - loss: 0.6911 - acc: 0.7100


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- ETA: 5s - loss: 0.6925 - acc: 0.7079


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- ETA: 4s - loss: 0.6952 - acc: 0.7067


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- ETA: 4s - loss: 0.6909 - acc: 0.7091


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- ETA: 4s - loss: 0.6864 - acc: 0.7127


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- ETA: 4s - loss: 0.6814 - acc: 0.7129


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- ETA: 3s - loss: 0.6786 - acc: 0.7120


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- ETA: 3s - loss: 0.6845 - acc: 0.7111


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- ETA: 3s - loss: 0.6790 - acc: 0.7127


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- ETA: 2s - loss: 0.6784 - acc: 0.7150


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- ETA: 2s - loss: 0.6759 - acc: 0.7156


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- ETA: 2s - loss: 0.6725 - acc: 0.7177


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- ETA: 1s - loss: 0.6741 - acc: 0.7177


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- ETA: 1s - loss: 0.6678 - acc: 0.7210


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- ETA: 1s - loss: 0.6691 - acc: 0.7196


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- ETA: 0s - loss: 0.6681 - acc: 0.7202


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- ETA: 0s - loss: 0.6691 - acc: 0.7210


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- ETA: 0s - loss: 0.6753 - acc: 0.7203

128/878 [===>..........................]

- ETA: 0s - loss: 0.5661 - acc: 0.8047


256/878 [=======>......................]

- ETA: 0s - loss: 0.6171 - acc: 0.7617


384/878 [============>.................]

- ETA: 0s - loss: 0.6358 - acc: 0.7578


512/878 [================>.............]

- ETA: 0s - loss: 0.6501 - acc: 0.7500


640/878 [====================>.........]

- ETA: 0s - loss: 0.6617 - acc: 0.7484


768/878 [=========================>....]

- ETA: 0s - loss: 0.6774 - acc: 0.7409


878/878 [==============================]

- 1s 622us/sample - loss: 0.6602 - acc: 0.7494



39/39 [==============================]

- 13s 334ms/step - loss: 0.6771 - acc: 0.7205 - val_loss: 0.6581 - val_acc: 0.7494


Epoch 5/200

1/39 [..............................]

- ETA: 5s - loss: 0.7149 - acc: 0.6797


2/39 [>.............................]

- ETA: 5s - loss: 0.6789 - acc: 0.7148


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- ETA: 7s - loss: 0.6534 - acc: 0.7057


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- ETA: 8s - loss: 0.6429 - acc: 0.7129


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- ETA: 8s - loss: 0.6284 - acc: 0.7266


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- ETA: 9s - loss: 0.6445 - acc: 0.7201


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- ETA: 9s - loss: 0.6485 - acc: 0.7188


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- ETA: 9s - loss: 0.6438 - acc: 0.7275


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- ETA: 8s - loss: 0.6338 - acc: 0.7370


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- ETA: 8s - loss: 0.6360 - acc: 0.7367


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- ETA: 8s - loss: 0.6312 - acc: 0.7443


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- ETA: 8s - loss: 0.6256 - acc: 0.7435


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- ETA: 8s - loss: 0.6168 - acc: 0.7482


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- ETA: 7s - loss: 0.6185 - acc: 0.7506


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- ETA: 7s - loss: 0.6129 - acc: 0.7531


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- ETA: 7s - loss: 0.6116 - acc: 0.7539


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- ETA: 7s - loss: 0.6094 - acc: 0.7560


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- ETA: 6s - loss: 0.6216 - acc: 0.7509


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- ETA: 6s - loss: 0.6230 - acc: 0.7512


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- ETA: 6s - loss: 0.6265 - acc: 0.7508


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- ETA: 5s - loss: 0.6309 - acc: 0.7478


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- ETA: 5s - loss: 0.6340 - acc: 0.7468


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- ETA: 5s - loss: 0.6266 - acc: 0.7507


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- ETA: 4s - loss: 0.6353 - acc: 0.7484


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- ETA: 4s - loss: 0.6434 - acc: 0.7453


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- ETA: 4s - loss: 0.6381 - acc: 0.7479


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- ETA: 3s - loss: 0.6425 - acc: 0.7468


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- ETA: 3s - loss: 0.6418 - acc: 0.7483


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- ETA: 3s - loss: 0.6438 - acc: 0.7457


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- ETA: 2s - loss: 0.6430 - acc: 0.7448


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- ETA: 2s - loss: 0.6392 - acc: 0.7460


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- ETA: 2s - loss: 0.6361 - acc: 0.7473


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- ETA: 2s - loss: 0.6348 - acc: 0.7479


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- ETA: 1s - loss: 0.6342 - acc: 0.7475


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- ETA: 1s - loss: 0.6308 - acc: 0.7484


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- ETA: 1s - loss: 0.6302 - acc: 0.7487


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- ETA: 0s - loss: 0.6306 - acc: 0.7473


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- ETA: 0s - loss: 0.6287 - acc: 0.7486

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- ETA: 0s - loss: 0.5781 - acc: 0.7523


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- ETA: 0s - loss: 0.5283 - acc: 0.7661


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- ETA: 0s - loss: 0.5344 - acc: 0.7645


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- ETA: 0s - loss: 0.5516 - acc: 0.7454


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- ETA: 0s - loss: 0.5717 - acc: 0.7431


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- ETA: 0s - loss: 0.5801 - acc: 0.7385


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- ETA: 0s - loss: 0.6117 - acc: 0.7261


872/878 [============================>.]

- ETA: 0s - loss: 0.5893 - acc: 0.7385


878/878 [==============================]

- 1s 1ms/sample - loss: 0.5896 - acc: 0.7392



39/39 [==============================]

- 14s 361ms/step - loss: 0.6290 - acc: 0.7480 - val_loss: 0.5933 - val_acc: 0.7392


Epoch 6/200

1/39 [..............................]

- ETA: 5s - loss: 0.5642 - acc: 0.7344


2/39 [>.............................]

- ETA: 5s - loss: 0.5791 - acc: 0.7422


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- ETA: 5s - loss: 0.5582 - acc: 0.7552


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- ETA: 5s - loss: 0.5733 - acc: 0.7500


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- ETA: 5s - loss: 0.5532 - acc: 0.7625


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- ETA: 6s - loss: 0.5263 - acc: 0.7760


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- ETA: 6s - loss: 0.5374 - acc: 0.7690


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- ETA: 6s - loss: 0.5322 - acc: 0.7734


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- ETA: 7s - loss: 0.5406 - acc: 0.7717


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- ETA: 7s - loss: 0.5461 - acc: 0.7734


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- ETA: 7s - loss: 0.5604 - acc: 0.7706


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- ETA: 6s - loss: 0.5556 - acc: 0.7732


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- ETA: 6s - loss: 0.5564 - acc: 0.7708


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- ETA: 6s - loss: 0.5528 - acc: 0.7755


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- ETA: 6s - loss: 0.5468 - acc: 0.7791


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- ETA: 6s - loss: 0.5447 - acc: 0.7836


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- ETA: 6s - loss: 0.5485 - acc: 0.7803


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- ETA: 5s - loss: 0.5479 - acc: 0.7786


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- ETA: 5s - loss: 0.5519 - acc: 0.7779


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- ETA: 5s - loss: 0.5545 - acc: 0.7769


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- ETA: 5s - loss: 0.5507 - acc: 0.7767


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- ETA: 4s - loss: 0.5456 - acc: 0.7798


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- ETA: 4s - loss: 0.5483 - acc: 0.7771


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- ETA: 4s - loss: 0.5495 - acc: 0.7776


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- ETA: 4s - loss: 0.5446 - acc: 0.7809


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- ETA: 3s - loss: 0.5421 - acc: 0.7818


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- ETA: 3s - loss: 0.5415 - acc: 0.7823


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- ETA: 2s - loss: 0.5395 - acc: 0.7845


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- ETA: 2s - loss: 0.5365 - acc: 0.7857


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- ETA: 2s - loss: 0.5347 - acc: 0.7860


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- ETA: 2s - loss: 0.5355 - acc: 0.7856


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- ETA: 0s - loss: 0.5349 - acc: 0.7886


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- ETA: 0s - loss: 0.5361 - acc: 0.7880

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- ETA: 0s - loss: 0.4655 - acc: 0.8203


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- ETA: 0s - loss: 0.4768 - acc: 0.8125


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- ETA: 0s - loss: 0.5009 - acc: 0.8047


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- ETA: 0s - loss: 0.5176 - acc: 0.8066


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- ETA: 0s - loss: 0.5469 - acc: 0.7937


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- ETA: 0s - loss: 0.5707 - acc: 0.7878


878/878 [==============================]

- 1s 735us/sample - loss: 0.5538 - acc: 0.7961



39/39 [==============================]

- 13s 321ms/step - loss: 0.5358 - acc: 0.7879 - val_loss: 0.5518 - val_acc: 0.7961


Epoch 7/200

1/39 [..............................]

- ETA: 6s - loss: 0.4584 - acc: 0.8359


2/39 [>.............................]

- ETA: 6s - loss: 0.4880 - acc: 0.8164


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- ETA: 7s - loss: 0.5143 - acc: 0.8151


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- ETA: 8s - loss: 0.5024 - acc: 0.8223


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- ETA: 8s - loss: 0.5082 - acc: 0.8234


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- ETA: 9s - loss: 0.4915 - acc: 0.8307


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- ETA: 9s - loss: 0.5056 - acc: 0.8270


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- ETA: 9s - loss: 0.5110 - acc: 0.8223


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- ETA: 8s - loss: 0.5135 - acc: 0.8194


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- ETA: 8s - loss: 0.5169 - acc: 0.8148


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- ETA: 8s - loss: 0.5170 - acc: 0.8153


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- ETA: 8s - loss: 0.5075 - acc: 0.8154


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- ETA: 8s - loss: 0.5112 - acc: 0.8109


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- ETA: 7s - loss: 0.5008 - acc: 0.8167


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- ETA: 7s - loss: 0.4987 - acc: 0.8169


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- ETA: 7s - loss: 0.4998 - acc: 0.8157


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- ETA: 6s - loss: 0.4990 - acc: 0.8159


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- ETA: 6s - loss: 0.4971 - acc: 0.8171


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- ETA: 6s - loss: 0.4970 - acc: 0.8168


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- ETA: 6s - loss: 0.4956 - acc: 0.8154


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- ETA: 5s - loss: 0.4984 - acc: 0.8130


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- ETA: 5s - loss: 0.4964 - acc: 0.8141


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- ETA: 5s - loss: 0.4951 - acc: 0.8154


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- ETA: 4s - loss: 0.4935 - acc: 0.8155


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- ETA: 3s - loss: 0.4936 - acc: 0.8149


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- ETA: 3s - loss: 0.4936 - acc: 0.8151


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- ETA: 2s - loss: 0.4959 - acc: 0.8137


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- ETA: 2s - loss: 0.4927 - acc: 0.8151


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- ETA: 2s - loss: 0.4933 - acc: 0.8148


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- ETA: 1s - loss: 0.4919 - acc: 0.8157


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- ETA: 1s - loss: 0.4913 - acc: 0.8153


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- ETA: 0s - loss: 0.4885 - acc: 0.8168


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- ETA: 0s - loss: 0.4898 - acc: 0.8171

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- ETA: 0s - loss: 0.5994 - acc: 0.8281


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- ETA: 0s - loss: 0.5220 - acc: 0.8242


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- ETA: 0s - loss: 0.5628 - acc: 0.8203


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- ETA: 0s - loss: 0.5595 - acc: 0.8105


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- ETA: 0s - loss: 0.5991 - acc: 0.8016


768/878 [=========================>....]

- ETA: 0s - loss: 0.6304 - acc: 0.7839


878/878 [==============================]

- 1s 615us/sample - loss: 0.6036 - acc: 0.7904



39/39 [==============================]

- 13s 345ms/step - loss: 0.4860 - acc: 0.8186 - val_loss: 0.6003 - val_acc: 0.7904


Epoch 8/200

1/39 [..............................]

- ETA: 5s - loss: 0.7288 - acc: 0.7969


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- ETA: 5s - loss: 0.6017 - acc: 0.8047


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- ETA: 7s - loss: 0.4890 - acc: 0.8333


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- ETA: 7s - loss: 0.4746 - acc: 0.8398


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- ETA: 8s - loss: 0.4607 - acc: 0.8406


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- ETA: 8s - loss: 0.4732 - acc: 0.8255


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- ETA: 8s - loss: 0.4826 - acc: 0.8248


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- ETA: 8s - loss: 0.4768 - acc: 0.8184


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- ETA: 8s - loss: 0.4839 - acc: 0.8177


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- ETA: 8s - loss: 0.4845 - acc: 0.8180


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- ETA: 8s - loss: 0.4767 - acc: 0.8260


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- ETA: 7s - loss: 0.4681 - acc: 0.8312


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- ETA: 7s - loss: 0.4662 - acc: 0.8334


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- ETA: 7s - loss: 0.4707 - acc: 0.8297


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- ETA: 7s - loss: 0.4715 - acc: 0.8285


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- ETA: 6s - loss: 0.4732 - acc: 0.8280


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- ETA: 6s - loss: 0.4742 - acc: 0.8285


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- ETA: 6s - loss: 0.4763 - acc: 0.8232


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- ETA: 6s - loss: 0.4822 - acc: 0.8193


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- ETA: 5s - loss: 0.4756 - acc: 0.8205


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- ETA: 5s - loss: 0.4727 - acc: 0.8228


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- ETA: 5s - loss: 0.4709 - acc: 0.8237


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- ETA: 4s - loss: 0.4707 - acc: 0.8250


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- ETA: 4s - loss: 0.4703 - acc: 0.8244


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- ETA: 4s - loss: 0.4645 - acc: 0.8277


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- ETA: 4s - loss: 0.4615 - acc: 0.8280


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- ETA: 3s - loss: 0.4604 - acc: 0.8289


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- ETA: 3s - loss: 0.4612 - acc: 0.8295


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- ETA: 3s - loss: 0.4574 - acc: 0.8310


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- ETA: 2s - loss: 0.4617 - acc: 0.8291


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- ETA: 2s - loss: 0.4620 - acc: 0.8283


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- ETA: 2s - loss: 0.4613 - acc: 0.8286


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- ETA: 1s - loss: 0.4577 - acc: 0.8295


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- ETA: 1s - loss: 0.4558 - acc: 0.8304


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- ETA: 1s - loss: 0.4585 - acc: 0.8294


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- ETA: 0s - loss: 0.4601 - acc: 0.8292


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- ETA: 0s - loss: 0.4590 - acc: 0.8302


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- ETA: 0s - loss: 0.4576 - acc: 0.8310

128/878 [===>..........................]

- ETA: 0s - loss: 0.3559 - acc: 0.8906


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- ETA: 0s - loss: 0.4003 - acc: 0.8672


384/878 [============>.................]

- ETA: 0s - loss: 0.4288 - acc: 0.8490


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- ETA: 0s - loss: 0.4446 - acc: 0.8418


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- ETA: 0s - loss: 0.4688 - acc: 0.8359


768/878 [=========================>....]

- ETA: 0s - loss: 0.4904 - acc: 0.8281


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4767 - acc: 0.8292



39/39 [==============================]

- 13s 342ms/step - loss: 0.4586 - acc: 0.8307 - val_loss: 0.4750 - val_acc: 0.8292


Epoch 9/200

1/39 [..............................]

- ETA: 6s - loss: 0.4162 - acc: 0.8438


2/39 [>.............................]

- ETA: 6s - loss: 0.5161 - acc: 0.8047


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- ETA: 6s - loss: 0.4713 - acc: 0.8255


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- ETA: 5s - loss: 0.4516 - acc: 0.8379


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- ETA: 6s - loss: 0.4347 - acc: 0.8438


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- ETA: 6s - loss: 0.4328 - acc: 0.8333


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- ETA: 7s - loss: 0.4372 - acc: 0.8337


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- ETA: 7s - loss: 0.4305 - acc: 0.8340


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- ETA: 7s - loss: 0.4296 - acc: 0.8307


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- ETA: 7s - loss: 0.4183 - acc: 0.8336


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- ETA: 7s - loss: 0.4136 - acc: 0.8359


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- ETA: 7s - loss: 0.4067 - acc: 0.8405


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- ETA: 7s - loss: 0.4088 - acc: 0.8395


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- ETA: 7s - loss: 0.4162 - acc: 0.8371


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- ETA: 6s - loss: 0.4146 - acc: 0.8396


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- ETA: 6s - loss: 0.4102 - acc: 0.8418


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- ETA: 6s - loss: 0.4197 - acc: 0.8396


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- ETA: 6s - loss: 0.4218 - acc: 0.8394


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- ETA: 6s - loss: 0.4156 - acc: 0.8409


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- ETA: 5s - loss: 0.4109 - acc: 0.8418


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- ETA: 5s - loss: 0.4146 - acc: 0.8378


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- ETA: 5s - loss: 0.4149 - acc: 0.8381


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- ETA: 4s - loss: 0.4177 - acc: 0.8373


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- ETA: 4s - loss: 0.4197 - acc: 0.8376


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- ETA: 4s - loss: 0.4205 - acc: 0.8381


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- ETA: 4s - loss: 0.4194 - acc: 0.8389


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- ETA: 3s - loss: 0.4191 - acc: 0.8394


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- ETA: 3s - loss: 0.4198 - acc: 0.8393


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- ETA: 3s - loss: 0.4218 - acc: 0.8373


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- ETA: 2s - loss: 0.4286 - acc: 0.8362


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- ETA: 2s - loss: 0.4295 - acc: 0.8354


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- ETA: 2s - loss: 0.4298 - acc: 0.8354


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- ETA: 1s - loss: 0.4290 - acc: 0.8361


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- ETA: 1s - loss: 0.4291 - acc: 0.8366


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- ETA: 1s - loss: 0.4292 - acc: 0.8368


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- ETA: 0s - loss: 0.4285 - acc: 0.8379


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- ETA: 0s - loss: 0.4280 - acc: 0.8387


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- ETA: 0s - loss: 0.4287 - acc: 0.8384

128/878 [===>..........................]

- ETA: 0s - loss: 0.3679 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.3751 - acc: 0.8711


384/878 [============>.................]

- ETA: 0s - loss: 0.3875 - acc: 0.8646


512/878 [================>.............]

- ETA: 0s - loss: 0.3901 - acc: 0.8711


640/878 [====================>.........]

- ETA: 0s - loss: 0.4304 - acc: 0.8656


768/878 [=========================>....]

- ETA: 0s - loss: 0.4474 - acc: 0.8594


878/878 [==============================]

- 1s 599us/sample - loss: 0.4256 - acc: 0.8633



39/39 [==============================]

- 13s 336ms/step - loss: 0.4254 - acc: 0.8397 - val_loss: 0.4229 - val_acc: 0.8633


Epoch 10/200

1/39 [..............................]

- ETA: 8s - loss: 0.3586 - acc: 0.8516


2/39 [>.............................]

- ETA: 8s - loss: 0.3941 - acc: 0.8477


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- ETA: 8s - loss: 0.3817 - acc: 0.8516


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- ETA: 7s - loss: 0.3909 - acc: 0.8535


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- ETA: 8s - loss: 0.3809 - acc: 0.8547


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- ETA: 8s - loss: 0.3831 - acc: 0.8477


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- ETA: 8s - loss: 0.3805 - acc: 0.8516


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- ETA: 8s - loss: 0.3863 - acc: 0.8477


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- ETA: 8s - loss: 0.3967 - acc: 0.8403


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- ETA: 8s - loss: 0.4101 - acc: 0.8359


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- ETA: 8s - loss: 0.4121 - acc: 0.8345


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- ETA: 7s - loss: 0.4062 - acc: 0.8392


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- ETA: 7s - loss: 0.4086 - acc: 0.8359


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- ETA: 7s - loss: 0.4081 - acc: 0.8354


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- ETA: 7s - loss: 0.4061 - acc: 0.8375


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- ETA: 6s - loss: 0.4095 - acc: 0.8364


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- ETA: 6s - loss: 0.4076 - acc: 0.8382


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- ETA: 6s - loss: 0.4007 - acc: 0.8420


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- ETA: 6s - loss: 0.3963 - acc: 0.8433


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- ETA: 5s - loss: 0.4006 - acc: 0.8402


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- ETA: 5s - loss: 0.4013 - acc: 0.8411


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- ETA: 5s - loss: 0.3993 - acc: 0.8427


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- ETA: 4s - loss: 0.3994 - acc: 0.8441


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- ETA: 4s - loss: 0.4045 - acc: 0.8424


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- ETA: 4s - loss: 0.4053 - acc: 0.8434


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- ETA: 4s - loss: 0.4050 - acc: 0.8431


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- ETA: 3s - loss: 0.4020 - acc: 0.8446


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- ETA: 3s - loss: 0.4016 - acc: 0.8454


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- ETA: 3s - loss: 0.4019 - acc: 0.8467


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- ETA: 2s - loss: 0.4024 - acc: 0.8466


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- ETA: 2s - loss: 0.3984 - acc: 0.8491


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- ETA: 2s - loss: 0.3979 - acc: 0.8501


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- ETA: 1s - loss: 0.3978 - acc: 0.8507


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- ETA: 1s - loss: 0.3971 - acc: 0.8511


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- ETA: 1s - loss: 0.4056 - acc: 0.8485


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- ETA: 0s - loss: 0.4076 - acc: 0.8475


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- ETA: 0s - loss: 0.4075 - acc: 0.8478


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- ETA: 0s - loss: 0.4067 - acc: 0.8479

128/878 [===>..........................]

- ETA: 0s - loss: 0.3579 - acc: 0.8750


256/878 [=======>......................]

- ETA: 0s - loss: 0.4336 - acc: 0.8477


384/878 [============>.................]

- ETA: 0s - loss: 0.4571 - acc: 0.8307


512/878 [================>.............]

- ETA: 0s - loss: 0.4696 - acc: 0.8340


640/878 [====================>.........]

- ETA: 0s - loss: 0.4856 - acc: 0.8313


768/878 [=========================>....]

- ETA: 0s - loss: 0.4935 - acc: 0.8281


878/878 [==============================]

- 1s 649us/sample - loss: 0.4776 - acc: 0.8292



39/39 [==============================]

- 13s 328ms/step - loss: 0.4080 - acc: 0.8470 - val_loss: 0.4756 - val_acc: 0.8292


Epoch 11/200

1/39 [..............................]

- ETA: 6s - loss: 0.4732 - acc: 0.8125


2/39 [>.............................]

- ETA: 6s - loss: 0.4224 - acc: 0.8320


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- ETA: 8s - loss: 0.4285 - acc: 0.8281


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- ETA: 9s - loss: 0.3977 - acc: 0.8516


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- ETA: 9s - loss: 0.3810 - acc: 0.8625


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- ETA: 9s - loss: 0.3984 - acc: 0.8633


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- ETA: 9s - loss: 0.3945 - acc: 0.8661


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- ETA: 9s - loss: 0.3981 - acc: 0.8623


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- ETA: 9s - loss: 0.3962 - acc: 0.8637


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- ETA: 8s - loss: 0.4049 - acc: 0.8617


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- ETA: 8s - loss: 0.4032 - acc: 0.8601


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- ETA: 8s - loss: 0.4010 - acc: 0.8594


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- ETA: 8s - loss: 0.4025 - acc: 0.8582


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- ETA: 7s - loss: 0.3963 - acc: 0.8588


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- ETA: 7s - loss: 0.3930 - acc: 0.8609


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- ETA: 7s - loss: 0.3949 - acc: 0.8579


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- ETA: 7s - loss: 0.4002 - acc: 0.8571


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- ETA: 6s - loss: 0.3925 - acc: 0.8602


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- ETA: 6s - loss: 0.3903 - acc: 0.8610


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- ETA: 6s - loss: 0.3900 - acc: 0.8617


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- ETA: 5s - loss: 0.3902 - acc: 0.8612


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- ETA: 5s - loss: 0.3891 - acc: 0.8604


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- ETA: 5s - loss: 0.3873 - acc: 0.8621


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- ETA: 4s - loss: 0.3894 - acc: 0.8610


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- ETA: 4s - loss: 0.3850 - acc: 0.8623


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- ETA: 4s - loss: 0.3810 - acc: 0.8637


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- ETA: 3s - loss: 0.3790 - acc: 0.8638


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- ETA: 3s - loss: 0.3764 - acc: 0.8651


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- ETA: 3s - loss: 0.3762 - acc: 0.8649


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- ETA: 2s - loss: 0.3752 - acc: 0.8650


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- ETA: 2s - loss: 0.3779 - acc: 0.8625


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- ETA: 2s - loss: 0.3779 - acc: 0.8622


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- ETA: 1s - loss: 0.3763 - acc: 0.8630


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- ETA: 1s - loss: 0.3764 - acc: 0.8636


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- ETA: 1s - loss: 0.3776 - acc: 0.8630


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- ETA: 1s - loss: 0.3748 - acc: 0.8642


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- ETA: 0s - loss: 0.3730 - acc: 0.8654


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- ETA: 0s - loss: 0.3694 - acc: 0.8673

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- ETA: 0s - loss: 0.3623 - acc: 0.8672


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- ETA: 0s - loss: 0.4114 - acc: 0.8633


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- ETA: 0s - loss: 0.4478 - acc: 0.8568


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- ETA: 0s - loss: 0.4545 - acc: 0.8516


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- ETA: 0s - loss: 0.4840 - acc: 0.8422


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- ETA: 0s - loss: 0.5011 - acc: 0.8307


878/878 [==============================]

- 1s 595us/sample - loss: 0.4731 - acc: 0.8349



39/39 [==============================]

- 14s 348ms/step - loss: 0.3671 - acc: 0.8679 - val_loss: 0.4696 - val_acc: 0.8349


Epoch 12/200

1/39 [..............................]

- ETA: 5s - loss: 0.3574 - acc: 0.8828


2/39 [>.............................]

- ETA: 5s - loss: 0.3391 - acc: 0.8867


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- ETA: 7s - loss: 0.2964 - acc: 0.8932


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- ETA: 8s - loss: 0.3194 - acc: 0.8867


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- ETA: 8s - loss: 0.3341 - acc: 0.8875


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- ETA: 8s - loss: 0.3504 - acc: 0.8763


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- ETA: 8s - loss: 0.3762 - acc: 0.8694


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- ETA: 8s - loss: 0.3697 - acc: 0.8701


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- ETA: 8s - loss: 0.3582 - acc: 0.8724


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- ETA: 8s - loss: 0.3530 - acc: 0.8742


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- ETA: 8s - loss: 0.3420 - acc: 0.8786


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- ETA: 7s - loss: 0.3447 - acc: 0.8776


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- ETA: 7s - loss: 0.3350 - acc: 0.8809


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- ETA: 7s - loss: 0.3324 - acc: 0.8821


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- ETA: 7s - loss: 0.3299 - acc: 0.8822


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- ETA: 6s - loss: 0.3349 - acc: 0.8793


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- ETA: 6s - loss: 0.3342 - acc: 0.8799


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- ETA: 6s - loss: 0.3367 - acc: 0.8775


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- ETA: 6s - loss: 0.3419 - acc: 0.8732


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- ETA: 5s - loss: 0.3439 - acc: 0.8733


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- ETA: 5s - loss: 0.3485 - acc: 0.8719


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- ETA: 5s - loss: 0.3457 - acc: 0.8727


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- ETA: 4s - loss: 0.3469 - acc: 0.8721


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- ETA: 4s - loss: 0.3446 - acc: 0.8732


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- ETA: 4s - loss: 0.3484 - acc: 0.8717


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- ETA: 4s - loss: 0.3462 - acc: 0.8725


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- ETA: 3s - loss: 0.3432 - acc: 0.8734


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- ETA: 3s - loss: 0.3430 - acc: 0.8738


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- ETA: 3s - loss: 0.3430 - acc: 0.8733


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- ETA: 2s - loss: 0.3482 - acc: 0.8725


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- ETA: 2s - loss: 0.3453 - acc: 0.8741


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- ETA: 2s - loss: 0.3491 - acc: 0.8722


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- ETA: 1s - loss: 0.3476 - acc: 0.8740


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- ETA: 1s - loss: 0.3466 - acc: 0.8747


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- ETA: 1s - loss: 0.3452 - acc: 0.8756


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- ETA: 0s - loss: 0.3442 - acc: 0.8769


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- ETA: 0s - loss: 0.3435 - acc: 0.8770


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- ETA: 0s - loss: 0.3418 - acc: 0.8772

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- ETA: 0s - loss: 0.2624 - acc: 0.8984


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- ETA: 0s - loss: 0.3008 - acc: 0.8945


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- ETA: 0s - loss: 0.3190 - acc: 0.8828


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- ETA: 0s - loss: 0.3308 - acc: 0.8848


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- ETA: 0s - loss: 0.3426 - acc: 0.8828


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- ETA: 0s - loss: 0.3526 - acc: 0.8789


878/878 [==============================]

- 1s 618us/sample - loss: 0.3385 - acc: 0.8804



39/39 [==============================]

- 13s 330ms/step - loss: 0.3405 - acc: 0.8773 - val_loss: 0.3367 - val_acc: 0.8804


Epoch 13/200

1/39 [..............................]

- ETA: 5s - loss: 0.3864 - acc: 0.8438


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- ETA: 6s - loss: 0.3884 - acc: 0.8359


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- ETA: 8s - loss: 0.3855 - acc: 0.8438


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- ETA: 9s - loss: 0.3795 - acc: 0.8477


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- ETA: 9s - loss: 0.3722 - acc: 0.8500


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- ETA: 9s - loss: 0.3531 - acc: 0.8633


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- ETA: 9s - loss: 0.3667 - acc: 0.8638


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- ETA: 9s - loss: 0.3595 - acc: 0.8662


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- ETA: 9s - loss: 0.3544 - acc: 0.8663


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- ETA: 9s - loss: 0.3536 - acc: 0.8664


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- ETA: 8s - loss: 0.3658 - acc: 0.8643


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- ETA: 8s - loss: 0.3648 - acc: 0.8659


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- ETA: 8s - loss: 0.3702 - acc: 0.8642


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- ETA: 7s - loss: 0.3698 - acc: 0.8666


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- ETA: 7s - loss: 0.3795 - acc: 0.8630


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- ETA: 7s - loss: 0.3800 - acc: 0.8628


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- ETA: 7s - loss: 0.3771 - acc: 0.8640


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- ETA: 6s - loss: 0.3772 - acc: 0.8628


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- ETA: 6s - loss: 0.3816 - acc: 0.8606


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- ETA: 6s - loss: 0.3813 - acc: 0.8617


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- ETA: 5s - loss: 0.3788 - acc: 0.8635


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- ETA: 5s - loss: 0.3775 - acc: 0.8636


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- ETA: 5s - loss: 0.3760 - acc: 0.8624


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- ETA: 4s - loss: 0.3766 - acc: 0.8626


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- ETA: 4s - loss: 0.3712 - acc: 0.8647


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- ETA: 4s - loss: 0.3713 - acc: 0.8648


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- ETA: 3s - loss: 0.3678 - acc: 0.8666


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- ETA: 3s - loss: 0.3630 - acc: 0.8683


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- ETA: 3s - loss: 0.3598 - acc: 0.8702


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- ETA: 3s - loss: 0.3578 - acc: 0.8711


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- ETA: 2s - loss: 0.3574 - acc: 0.8712


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- ETA: 2s - loss: 0.3576 - acc: 0.8701


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- ETA: 2s - loss: 0.3584 - acc: 0.8696


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- ETA: 1s - loss: 0.3612 - acc: 0.8702


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- ETA: 1s - loss: 0.3582 - acc: 0.8714


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- ETA: 1s - loss: 0.3572 - acc: 0.8715


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- ETA: 0s - loss: 0.3554 - acc: 0.8723


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- ETA: 0s - loss: 0.3559 - acc: 0.8715

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- ETA: 0s - loss: 0.3324 - acc: 0.8716


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- ETA: 0s - loss: 0.3260 - acc: 0.8853


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- ETA: 0s - loss: 0.3368 - acc: 0.8838


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- ETA: 0s - loss: 0.3601 - acc: 0.8807


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- ETA: 0s - loss: 0.3741 - acc: 0.8752


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- ETA: 0s - loss: 0.3762 - acc: 0.8761


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- ETA: 0s - loss: 0.3929 - acc: 0.8716


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- ETA: 0s - loss: 0.3753 - acc: 0.8750


878/878 [==============================]

- 1s 1ms/sample - loss: 0.3750 - acc: 0.8747



39/39 [==============================]

- 14s 362ms/step - loss: 0.3595 - acc: 0.8703 - val_loss: 0.3706 - val_acc: 0.8747


Epoch 14/200

1/39 [..............................]

- ETA: 7s - loss: 0.3331 - acc: 0.8906


2/39 [>.............................]

- ETA: 7s - loss: 0.3111 - acc: 0.8906


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- ETA: 6s - loss: 0.3357 - acc: 0.8776


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- ETA: 6s - loss: 0.3380 - acc: 0.8691


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- ETA: 5s - loss: 0.3439 - acc: 0.8719


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- ETA: 6s - loss: 0.3365 - acc: 0.8776


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- ETA: 7s - loss: 0.3424 - acc: 0.8761


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- ETA: 7s - loss: 0.3499 - acc: 0.8740


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- ETA: 7s - loss: 0.3538 - acc: 0.8724


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- ETA: 7s - loss: 0.3464 - acc: 0.8734


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- ETA: 7s - loss: 0.3436 - acc: 0.8743


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- ETA: 7s - loss: 0.3466 - acc: 0.8721


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- ETA: 6s - loss: 0.3390 - acc: 0.8742


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- ETA: 6s - loss: 0.3390 - acc: 0.8759


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- ETA: 6s - loss: 0.3321 - acc: 0.8795


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- ETA: 6s - loss: 0.3325 - acc: 0.8793


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- ETA: 6s - loss: 0.3314 - acc: 0.8818


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- ETA: 5s - loss: 0.3307 - acc: 0.8823


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- ETA: 5s - loss: 0.3260 - acc: 0.8844


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- ETA: 5s - loss: 0.3241 - acc: 0.8859


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- ETA: 5s - loss: 0.3239 - acc: 0.8854


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- ETA: 4s - loss: 0.3215 - acc: 0.8859


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- ETA: 4s - loss: 0.3272 - acc: 0.8841


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- ETA: 4s - loss: 0.3253 - acc: 0.8834


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- ETA: 4s - loss: 0.3229 - acc: 0.8837


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- ETA: 3s - loss: 0.3211 - acc: 0.8830


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- ETA: 3s - loss: 0.3235 - acc: 0.8819


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- ETA: 3s - loss: 0.3317 - acc: 0.8791


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- ETA: 3s - loss: 0.3317 - acc: 0.8784


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- ETA: 2s - loss: 0.3366 - acc: 0.8775


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- ETA: 2s - loss: 0.3362 - acc: 0.8782


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- ETA: 2s - loss: 0.3353 - acc: 0.8776


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- ETA: 1s - loss: 0.3346 - acc: 0.8785


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- ETA: 1s - loss: 0.3371 - acc: 0.8779


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- ETA: 1s - loss: 0.3397 - acc: 0.8769


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- ETA: 0s - loss: 0.3415 - acc: 0.8771


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- ETA: 0s - loss: 0.3404 - acc: 0.8779


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- ETA: 0s - loss: 0.3420 - acc: 0.8768

128/878 [===>..........................]

- ETA: 0s - loss: 0.3370 - acc: 0.8594


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- ETA: 0s - loss: 0.3520 - acc: 0.8555


384/878 [============>.................]

- ETA: 0s - loss: 0.3519 - acc: 0.8646


512/878 [================>.............]

- ETA: 0s - loss: 0.3714 - acc: 0.8711


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- ETA: 0s - loss: 0.3811 - acc: 0.8734


768/878 [=========================>....]

- ETA: 0s - loss: 0.3843 - acc: 0.8672


878/878 [==============================]

- 1s 606us/sample - loss: 0.3802 - acc: 0.8679



39/39 [==============================]

- 13s 321ms/step - loss: 0.3457 - acc: 0.8751 - val_loss: 0.3797 - val_acc: 0.8679


Epoch 15/200

1/39 [..............................]

- ETA: 5s - loss: 0.3248 - acc: 0.8828


2/39 [>.............................]

- ETA: 5s - loss: 0.2947 - acc: 0.8945


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- ETA: 7s - loss: 0.3623 - acc: 0.8672


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- ETA: 8s - loss: 0.4095 - acc: 0.8438


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- ETA: 9s - loss: 0.3896 - acc: 0.8562


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- ETA: 9s - loss: 0.3799 - acc: 0.8594


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- ETA: 9s - loss: 0.3663 - acc: 0.8661


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- ETA: 9s - loss: 0.3929 - acc: 0.8525


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- ETA: 9s - loss: 0.3895 - acc: 0.8498


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- ETA: 8s - loss: 0.3779 - acc: 0.8565


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- ETA: 8s - loss: 0.3747 - acc: 0.8567


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- ETA: 8s - loss: 0.3747 - acc: 0.8576


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- ETA: 8s - loss: 0.3718 - acc: 0.8596


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- ETA: 7s - loss: 0.3626 - acc: 0.8652


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- ETA: 7s - loss: 0.3555 - acc: 0.8690


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- ETA: 7s - loss: 0.3618 - acc: 0.8679


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- ETA: 7s - loss: 0.3618 - acc: 0.8669


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- ETA: 6s - loss: 0.3576 - acc: 0.8674


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- ETA: 6s - loss: 0.3489 - acc: 0.8707


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- ETA: 6s - loss: 0.3461 - acc: 0.8713


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- ETA: 5s - loss: 0.3443 - acc: 0.8711


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- ETA: 5s - loss: 0.3424 - acc: 0.8695


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- ETA: 5s - loss: 0.3370 - acc: 0.8715


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- ETA: 4s - loss: 0.3377 - acc: 0.8713


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- ETA: 4s - loss: 0.3347 - acc: 0.8724


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- ETA: 4s - loss: 0.3322 - acc: 0.8731


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- ETA: 3s - loss: 0.3362 - acc: 0.8711


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- ETA: 3s - loss: 0.3336 - acc: 0.8727


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- ETA: 3s - loss: 0.3384 - acc: 0.8706


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- ETA: 3s - loss: 0.3445 - acc: 0.8697


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- ETA: 2s - loss: 0.3446 - acc: 0.8696


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- ETA: 2s - loss: 0.3454 - acc: 0.8693


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- ETA: 2s - loss: 0.3470 - acc: 0.8683


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- ETA: 1s - loss: 0.3427 - acc: 0.8701


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- ETA: 1s - loss: 0.3403 - acc: 0.8716


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- ETA: 1s - loss: 0.3404 - acc: 0.8712


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- ETA: 0s - loss: 0.3396 - acc: 0.8707


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- ETA: 0s - loss: 0.3382 - acc: 0.8718

128/878 [===>..........................]

- ETA: 0s - loss: 0.3112 - acc: 0.8672


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- ETA: 0s - loss: 0.3583 - acc: 0.8633


384/878 [============>.................]

- ETA: 0s - loss: 0.3736 - acc: 0.8568


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- ETA: 0s - loss: 0.3911 - acc: 0.8555


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- ETA: 0s - loss: 0.4077 - acc: 0.8578


768/878 [=========================>....]

- ETA: 0s - loss: 0.4021 - acc: 0.8607


878/878 [==============================]

- 1s 620us/sample - loss: 0.3816 - acc: 0.8633



39/39 [==============================]

- 14s 350ms/step - loss: 0.3398 - acc: 0.8703 - val_loss: 0.3791 - val_acc: 0.8633


Epoch 16/200

1/39 [..............................]

- ETA: 26s - loss: 0.2843 - acc: 0.8984


2/39 [>.............................]

- ETA: 17s - loss: 0.2927 - acc: 0.8906


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- ETA: 13s - loss: 0.3273 - acc: 0.8828


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- ETA: 11s - loss: 0.3191 - acc: 0.8828


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- ETA: 9s - loss: 0.3094 - acc: 0.8781


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- ETA: 9s - loss: 0.3014 - acc: 0.8828


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- ETA: 9s - loss: 0.2967 - acc: 0.8817


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- ETA: 9s - loss: 0.2897 - acc: 0.8848


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- ETA: 9s - loss: 0.2844 - acc: 0.8880


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- ETA: 8s - loss: 0.2856 - acc: 0.8898


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- ETA: 8s - loss: 0.2845 - acc: 0.8892


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- ETA: 8s - loss: 0.2835 - acc: 0.8913


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- ETA: 8s - loss: 0.2780 - acc: 0.8960


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- ETA: 7s - loss: 0.2800 - acc: 0.8968


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- ETA: 7s - loss: 0.2816 - acc: 0.8974


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- ETA: 7s - loss: 0.2831 - acc: 0.8965


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- ETA: 7s - loss: 0.2953 - acc: 0.8915


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- ETA: 6s - loss: 0.2871 - acc: 0.8950


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- ETA: 6s - loss: 0.2905 - acc: 0.8923


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- ETA: 6s - loss: 0.2964 - acc: 0.8898


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- ETA: 5s - loss: 0.2984 - acc: 0.8887


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- ETA: 5s - loss: 0.2954 - acc: 0.8895


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- ETA: 5s - loss: 0.2925 - acc: 0.8903


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- ETA: 4s - loss: 0.2964 - acc: 0.8906


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- ETA: 4s - loss: 0.2985 - acc: 0.8909


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- ETA: 4s - loss: 0.2986 - acc: 0.8915


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- ETA: 3s - loss: 0.3021 - acc: 0.8909


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- ETA: 3s - loss: 0.3030 - acc: 0.8917


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- ETA: 3s - loss: 0.3064 - acc: 0.8892


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- ETA: 2s - loss: 0.3074 - acc: 0.8885


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- ETA: 2s - loss: 0.3043 - acc: 0.8896


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- ETA: 2s - loss: 0.3054 - acc: 0.8891


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- ETA: 1s - loss: 0.3063 - acc: 0.8887


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- ETA: 1s - loss: 0.3069 - acc: 0.8881


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- ETA: 1s - loss: 0.3082 - acc: 0.8875


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- ETA: 0s - loss: 0.3070 - acc: 0.8884


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- ETA: 0s - loss: 0.3061 - acc: 0.8889


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- ETA: 0s - loss: 0.3076 - acc: 0.8885

128/878 [===>..........................]

- ETA: 0s - loss: 0.3366 - acc: 0.8750


256/878 [=======>......................]

- ETA: 0s - loss: 0.3578 - acc: 0.8750


384/878 [============>.................]

- ETA: 0s - loss: 0.3933 - acc: 0.8698


512/878 [================>.............]

- ETA: 0s - loss: 0.4016 - acc: 0.8711


640/878 [====================>.........]

- ETA: 0s - loss: 0.3975 - acc: 0.8687


768/878 [=========================>....]

- ETA: 0s - loss: 0.4199 - acc: 0.8594


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4020 - acc: 0.8633



39/39 [==============================]

- 14s 351ms/step - loss: 0.3077 - acc: 0.8880 - val_loss: 0.3998 - val_acc: 0.8633


Epoch 17/200

1/39 [..............................]

- ETA: 7s - loss: 0.2108 - acc: 0.9297


2/39 [>.............................]

- ETA: 6s - loss: 0.2236 - acc: 0.9141


3/39 [=>............................]

- ETA: 6s - loss: 0.2699 - acc: 0.8958


4/39 [==>...........................]

- ETA: 6s - loss: 0.2656 - acc: 0.8926


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- ETA: 6s - loss: 0.2616 - acc: 0.8969


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- ETA: 7s - loss: 0.2664 - acc: 0.8919


7/39 [====>.........................]

- ETA: 7s - loss: 0.3022 - acc: 0.8826


8/39 [=====>........................]

- ETA: 7s - loss: 0.2987 - acc: 0.8846


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- ETA: 7s - loss: 0.2943 - acc: 0.8870


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- ETA: 7s - loss: 0.2929 - acc: 0.8882


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- ETA: 7s - loss: 0.2889 - acc: 0.8906


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- ETA: 7s - loss: 0.2822 - acc: 0.8932


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- ETA: 7s - loss: 0.2789 - acc: 0.8936


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- ETA: 7s - loss: 0.2762 - acc: 0.8934


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- ETA: 7s - loss: 0.2781 - acc: 0.8932


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- ETA: 6s - loss: 0.2817 - acc: 0.8926


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- ETA: 6s - loss: 0.2815 - acc: 0.8943


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- ETA: 6s - loss: 0.2795 - acc: 0.8954


19/39 [=============>................]

- ETA: 6s - loss: 0.2789 - acc: 0.8964


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- ETA: 5s - loss: 0.2756 - acc: 0.8977


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- ETA: 5s - loss: 0.2738 - acc: 0.8992


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- ETA: 5s - loss: 0.2707 - acc: 0.9006


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- ETA: 5s - loss: 0.2671 - acc: 0.9019


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- ETA: 4s - loss: 0.2670 - acc: 0.9024


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- ETA: 4s - loss: 0.2636 - acc: 0.9041


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- ETA: 4s - loss: 0.2615 - acc: 0.9048


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- ETA: 3s - loss: 0.2617 - acc: 0.9049


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- ETA: 3s - loss: 0.2611 - acc: 0.9046


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- ETA: 3s - loss: 0.2634 - acc: 0.9047


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- ETA: 2s - loss: 0.2646 - acc: 0.9040


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- ETA: 2s - loss: 0.2637 - acc: 0.9040


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- ETA: 2s - loss: 0.2625 - acc: 0.9043


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- ETA: 1s - loss: 0.2635 - acc: 0.9042


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- ETA: 1s - loss: 0.2652 - acc: 0.9035


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- ETA: 1s - loss: 0.2619 - acc: 0.9043


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- ETA: 0s - loss: 0.2675 - acc: 0.9022


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- ETA: 0s - loss: 0.2690 - acc: 0.9012


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- ETA: 0s - loss: 0.2705 - acc: 0.9003

128/878 [===>..........................]

- ETA: 0s - loss: 0.2717 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.2922 - acc: 0.8828


384/878 [============>.................]

- ETA: 0s - loss: 0.3352 - acc: 0.8828


512/878 [================>.............]

- ETA: 0s - loss: 0.3340 - acc: 0.8867


640/878 [====================>.........]

- ETA: 0s - loss: 0.3474 - acc: 0.8844


768/878 [=========================>....]

- ETA: 0s - loss: 0.3468 - acc: 0.8828


878/878 [==============================]

- 1s 601us/sample - loss: 0.3314 - acc: 0.8850



39/39 [==============================]

- 13s 340ms/step - loss: 0.2701 - acc: 0.9005 - val_loss: 0.3295 - val_acc: 0.8850


Epoch 18/200

1/39 [..............................]

- ETA: 18s - loss: 0.2115 - acc: 0.9297


2/39 [>.............................]

- ETA: 14s - loss: 0.2087 - acc: 0.9336


3/39 [=>............................]

- ETA: 11s - loss: 0.2278 - acc: 0.9271


4/39 [==>...........................]

- ETA: 9s - loss: 0.2564 - acc: 0.9121


5/39 [==>...........................]

- ETA: 8s - loss: 0.2831 - acc: 0.8969


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- ETA: 8s - loss: 0.2710 - acc: 0.9023


7/39 [====>.........................]

- ETA: 8s - loss: 0.2698 - acc: 0.9040


8/39 [=====>........................]

- ETA: 8s - loss: 0.2618 - acc: 0.9082


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- ETA: 8s - loss: 0.2642 - acc: 0.9062


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- ETA: 8s - loss: 0.2602 - acc: 0.9047


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- ETA: 8s - loss: 0.2662 - acc: 0.9034


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- ETA: 8s - loss: 0.2615 - acc: 0.9049


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- ETA: 7s - loss: 0.2617 - acc: 0.9069


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- ETA: 7s - loss: 0.2686 - acc: 0.9029


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- ETA: 7s - loss: 0.2653 - acc: 0.9047


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- ETA: 7s - loss: 0.2622 - acc: 0.9053


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- ETA: 6s - loss: 0.2699 - acc: 0.9044


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- ETA: 6s - loss: 0.2710 - acc: 0.9036


19/39 [=============>................]

- ETA: 6s - loss: 0.2688 - acc: 0.9046


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- ETA: 5s - loss: 0.2708 - acc: 0.9035


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- ETA: 5s - loss: 0.2721 - acc: 0.9029


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- ETA: 5s - loss: 0.2788 - acc: 0.9016


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- ETA: 5s - loss: 0.2773 - acc: 0.9025


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- ETA: 4s - loss: 0.2788 - acc: 0.9010


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- ETA: 4s - loss: 0.2783 - acc: 0.8997


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- ETA: 4s - loss: 0.2792 - acc: 0.8981


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- ETA: 3s - loss: 0.2775 - acc: 0.8993


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- ETA: 3s - loss: 0.2734 - acc: 0.9001


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- ETA: 3s - loss: 0.2728 - acc: 0.9003


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- ETA: 2s - loss: 0.2718 - acc: 0.9013


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- ETA: 2s - loss: 0.2715 - acc: 0.9007


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- ETA: 2s - loss: 0.2700 - acc: 0.9011


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- ETA: 1s - loss: 0.2672 - acc: 0.9020


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- ETA: 1s - loss: 0.2670 - acc: 0.9021


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- ETA: 1s - loss: 0.2664 - acc: 0.9031


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- ETA: 0s - loss: 0.2676 - acc: 0.9032


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- ETA: 0s - loss: 0.2650 - acc: 0.9043


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- ETA: 0s - loss: 0.2640 - acc: 0.9049

128/878 [===>..........................]

- ETA: 0s - loss: 0.3891 - acc: 0.8672


256/878 [=======>......................]

- ETA: 0s - loss: 0.3648 - acc: 0.8789


384/878 [============>.................]

- ETA: 0s - loss: 0.4071 - acc: 0.8750


512/878 [================>.............]

- ETA: 0s - loss: 0.4213 - acc: 0.8730


640/878 [====================>.........]

- ETA: 0s - loss: 0.4168 - acc: 0.8719


768/878 [=========================>....]

- ETA: 0s - loss: 0.4222 - acc: 0.8685


878/878 [==============================]

- 1s 620us/sample - loss: 0.4030 - acc: 0.8724



39/39 [==============================]

- 13s 335ms/step - loss: 0.2638 - acc: 0.9051 - val_loss: 0.4007 - val_acc: 0.8724


Epoch 19/200

1/39 [..............................]

- ETA: 5s - loss: 0.1986 - acc: 0.9297


2/39 [>.............................]

- ETA: 5s - loss: 0.2977 - acc: 0.8906


3/39 [=>............................]

- ETA: 6s - loss: 0.2900 - acc: 0.8906


4/39 [==>...........................]

- ETA: 8s - loss: 0.2774 - acc: 0.8926


5/39 [==>...........................]

- ETA: 9s - loss: 0.2874 - acc: 0.8891


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- ETA: 9s - loss: 0.2763 - acc: 0.8945


7/39 [====>.........................]

- ETA: 9s - loss: 0.2818 - acc: 0.8940


8/39 [=====>........................]

- ETA: 9s - loss: 0.2774 - acc: 0.8965


9/39 [=====>........................]

- ETA: 9s - loss: 0.2616 - acc: 0.9028


10/39 [======>.......................]

- ETA: 8s - loss: 0.2615 - acc: 0.9031


11/39 [=======>......................]

- ETA: 8s - loss: 0.2592 - acc: 0.9055


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- ETA: 8s - loss: 0.2535 - acc: 0.9089


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- ETA: 8s - loss: 0.2508 - acc: 0.9105


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- ETA: 7s - loss: 0.2427 - acc: 0.9129


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- ETA: 7s - loss: 0.2424 - acc: 0.9135


16/39 [===========>..................]

- ETA: 7s - loss: 0.2420 - acc: 0.9141


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- ETA: 7s - loss: 0.2399 - acc: 0.9136


18/39 [============>.................]

- ETA: 6s - loss: 0.2363 - acc: 0.9145


19/39 [=============>................]

- ETA: 6s - loss: 0.2367 - acc: 0.9132


20/39 [==============>...............]

- ETA: 6s - loss: 0.2324 - acc: 0.9160


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- ETA: 5s - loss: 0.2322 - acc: 0.9167


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- ETA: 5s - loss: 0.2377 - acc: 0.9130


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- ETA: 5s - loss: 0.2360 - acc: 0.9135


24/39 [=================>............]

- ETA: 4s - loss: 0.2353 - acc: 0.9125


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- ETA: 4s - loss: 0.2351 - acc: 0.9123


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- ETA: 4s - loss: 0.2321 - acc: 0.9145


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- ETA: 3s - loss: 0.2380 - acc: 0.9127


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- ETA: 3s - loss: 0.2399 - acc: 0.9122


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- ETA: 3s - loss: 0.2416 - acc: 0.9112


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- ETA: 2s - loss: 0.2439 - acc: 0.9105


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- ETA: 2s - loss: 0.2457 - acc: 0.9096


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- ETA: 2s - loss: 0.2517 - acc: 0.9088


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- ETA: 1s - loss: 0.2511 - acc: 0.9092


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- ETA: 1s - loss: 0.2548 - acc: 0.9081


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- ETA: 1s - loss: 0.2535 - acc: 0.9088


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- ETA: 1s - loss: 0.2543 - acc: 0.9085


37/39 [===========================>..]

- ETA: 0s - loss: 0.2559 - acc: 0.9080


38/39 [============================>.]

- ETA: 0s - loss: 0.2564 - acc: 0.9082

128/878 [===>..........................]

- ETA: 0s - loss: 0.2655 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.2867 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.2928 - acc: 0.8906


512/878 [================>.............]

- ETA: 0s - loss: 0.3061 - acc: 0.8945


640/878 [====================>.........]

- ETA: 0s - loss: 0.3128 - acc: 0.8922


768/878 [=========================>....]

- ETA: 0s - loss: 0.3256 - acc: 0.8880


878/878 [==============================]

- 1s 652us/sample - loss: 0.3129 - acc: 0.8895



39/39 [==============================]

- 14s 351ms/step - loss: 0.2544 - acc: 0.9093 - val_loss: 0.3113 - val_acc: 0.8895


Epoch 20/200

1/39 [..............................]

- ETA: 5s - loss: 0.1617 - acc: 0.9375


2/39 [>.............................]

- ETA: 6s - loss: 0.2136 - acc: 0.9258


3/39 [=>............................]

- ETA: 7s - loss: 0.2103 - acc: 0.9271


4/39 [==>...........................]

- ETA: 8s - loss: 0.2210 - acc: 0.9238


5/39 [==>...........................]

- ETA: 8s - loss: 0.2364 - acc: 0.9172


6/39 [===>..........................]

- ETA: 8s - loss: 0.2517 - acc: 0.9092


7/39 [====>.........................]

- ETA: 8s - loss: 0.2523 - acc: 0.9122


8/39 [=====>........................]

- ETA: 8s - loss: 0.2628 - acc: 0.9095


9/39 [=====>........................]

- ETA: 8s - loss: 0.2637 - acc: 0.9091


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- ETA: 8s - loss: 0.2593 - acc: 0.9120


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- ETA: 8s - loss: 0.2567 - acc: 0.9122


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- ETA: 7s - loss: 0.2533 - acc: 0.9117


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- ETA: 7s - loss: 0.2568 - acc: 0.9094


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- ETA: 7s - loss: 0.2547 - acc: 0.9098


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- ETA: 7s - loss: 0.2508 - acc: 0.9111


16/39 [===========>..................]

- ETA: 6s - loss: 0.2549 - acc: 0.9093


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- ETA: 6s - loss: 0.2531 - acc: 0.9087


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- ETA: 6s - loss: 0.2514 - acc: 0.9085


19/39 [=============>................]

- ETA: 6s - loss: 0.2517 - acc: 0.9088


20/39 [==============>...............]

- ETA: 5s - loss: 0.2520 - acc: 0.9087


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- ETA: 5s - loss: 0.2490 - acc: 0.9105


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- ETA: 5s - loss: 0.2505 - acc: 0.9095


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- ETA: 4s - loss: 0.2485 - acc: 0.9087


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- ETA: 4s - loss: 0.2457 - acc: 0.9099


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- ETA: 4s - loss: 0.2460 - acc: 0.9095


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- ETA: 4s - loss: 0.2505 - acc: 0.9078


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- ETA: 3s - loss: 0.2493 - acc: 0.9072


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- ETA: 3s - loss: 0.2464 - acc: 0.9080


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- ETA: 3s - loss: 0.2458 - acc: 0.9079


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- ETA: 2s - loss: 0.2488 - acc: 0.9071


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- ETA: 2s - loss: 0.2475 - acc: 0.9073


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- ETA: 2s - loss: 0.2477 - acc: 0.9070


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- ETA: 1s - loss: 0.2482 - acc: 0.9065


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- ETA: 1s - loss: 0.2499 - acc: 0.9063


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- ETA: 1s - loss: 0.2541 - acc: 0.9050


36/39 [==========================>...]

- ETA: 0s - loss: 0.2510 - acc: 0.9061


37/39 [===========================>..]

- ETA: 0s - loss: 0.2528 - acc: 0.9061


38/39 [============================>.]

- ETA: 0s - loss: 0.2537 - acc: 0.9055

128/878 [===>..........................]

- ETA: 0s - loss: 0.2323 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.2714 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.2887 - acc: 0.8854


512/878 [================>.............]

- ETA: 0s - loss: 0.3208 - acc: 0.8887


640/878 [====================>.........]

- ETA: 0s - loss: 0.3142 - acc: 0.8844


768/878 [=========================>....]

- ETA: 0s - loss: 0.3234 - acc: 0.8802


878/878 [==============================]

- 1s 608us/sample - loss: 0.3165 - acc: 0.8793



39/39 [==============================]

- 13s 333ms/step - loss: 0.2531 - acc: 0.9059 - val_loss: 0.3156 - val_acc: 0.8793


Epoch 21/200

1/39 [..............................]

- ETA: 7s - loss: 0.2581 - acc: 0.9062


2/39 [>.............................]

- ETA: 7s - loss: 0.2643 - acc: 0.9023


3/39 [=>............................]

- ETA: 7s - loss: 0.2485 - acc: 0.9062


4/39 [==>...........................]

- ETA: 8s - loss: 0.2355 - acc: 0.9062


5/39 [==>...........................]

- ETA: 9s - loss: 0.2246 - acc: 0.9141


6/39 [===>..........................]

- ETA: 9s - loss: 0.2127 - acc: 0.9193


7/39 [====>.........................]

- ETA: 9s - loss: 0.2100 - acc: 0.9185


8/39 [=====>........................]

- ETA: 9s - loss: 0.2174 - acc: 0.9189


9/39 [=====>........................]

- ETA: 9s - loss: 0.2128 - acc: 0.9210


10/39 [======>.......................]

- ETA: 8s - loss: 0.2122 - acc: 0.9203


11/39 [=======>......................]

- ETA: 8s - loss: 0.2078 - acc: 0.9219


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- ETA: 8s - loss: 0.2089 - acc: 0.9219


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- ETA: 8s - loss: 0.2127 - acc: 0.9219


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- ETA: 8s - loss: 0.2078 - acc: 0.9235


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- ETA: 7s - loss: 0.2121 - acc: 0.9229


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- ETA: 7s - loss: 0.2111 - acc: 0.9243


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- ETA: 7s - loss: 0.2095 - acc: 0.9251


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- ETA: 6s - loss: 0.2117 - acc: 0.9249


19/39 [=============>................]

- ETA: 6s - loss: 0.2153 - acc: 0.9231


20/39 [==============>...............]

- ETA: 6s - loss: 0.2170 - acc: 0.9223


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- ETA: 5s - loss: 0.2137 - acc: 0.9230


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- ETA: 5s - loss: 0.2160 - acc: 0.9222


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- ETA: 5s - loss: 0.2196 - acc: 0.9185


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- ETA: 4s - loss: 0.2208 - acc: 0.9170


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- ETA: 4s - loss: 0.2235 - acc: 0.9159


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- ETA: 4s - loss: 0.2252 - acc: 0.9156


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- ETA: 4s - loss: 0.2295 - acc: 0.9144


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- ETA: 3s - loss: 0.2303 - acc: 0.9142


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- ETA: 3s - loss: 0.2291 - acc: 0.9147


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- ETA: 2s - loss: 0.2269 - acc: 0.9152


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- ETA: 2s - loss: 0.2297 - acc: 0.9129


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- ETA: 2s - loss: 0.2319 - acc: 0.9127


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- ETA: 2s - loss: 0.2343 - acc: 0.9118


34/39 [=========================>....]

- ETA: 1s - loss: 0.2387 - acc: 0.9100


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- ETA: 1s - loss: 0.2377 - acc: 0.9110


36/39 [==========================>...]

- ETA: 1s - loss: 0.2377 - acc: 0.9113


37/39 [===========================>..]

- ETA: 0s - loss: 0.2398 - acc: 0.9103


38/39 [============================>.]

- ETA: 0s - loss: 0.2395 - acc: 0.9102

128/878 [===>..........................]

- ETA: 0s - loss: 0.2127 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.2792 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.2778 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.3007 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3156 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.3298 - acc: 0.8971


878/878 [==============================]

- 1s 601us/sample - loss: 0.3166 - acc: 0.8964



39/39 [==============================]

- 14s 351ms/step - loss: 0.2404 - acc: 0.9103 - val_loss: 0.3150 - val_acc: 0.8964


Epoch 22/200

1/39 [..............................]

- ETA: 6s - loss: 0.2946 - acc: 0.8750


2/39 [>.............................]

- ETA: 6s - loss: 0.2433 - acc: 0.8945


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- ETA: 6s - loss: 0.2514 - acc: 0.8958


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- ETA: 7s - loss: 0.2602 - acc: 0.8926


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- ETA: 8s - loss: 0.2601 - acc: 0.8953


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- ETA: 8s - loss: 0.2706 - acc: 0.8932


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- ETA: 8s - loss: 0.2985 - acc: 0.8783


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- ETA: 8s - loss: 0.2786 - acc: 0.8887


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- ETA: 8s - loss: 0.2749 - acc: 0.8924


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- ETA: 8s - loss: 0.2783 - acc: 0.8883


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- ETA: 8s - loss: 0.2773 - acc: 0.8906


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- ETA: 7s - loss: 0.2872 - acc: 0.8880


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- ETA: 7s - loss: 0.2802 - acc: 0.8912


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- ETA: 7s - loss: 0.2732 - acc: 0.8945


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- ETA: 7s - loss: 0.2730 - acc: 0.8948


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- ETA: 6s - loss: 0.2689 - acc: 0.8965


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- ETA: 6s - loss: 0.2769 - acc: 0.8920


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- ETA: 6s - loss: 0.2789 - acc: 0.8919


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- ETA: 6s - loss: 0.2747 - acc: 0.8927


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- ETA: 5s - loss: 0.2736 - acc: 0.8938


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- ETA: 5s - loss: 0.2695 - acc: 0.8958


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- ETA: 5s - loss: 0.2726 - acc: 0.8949


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- ETA: 4s - loss: 0.2740 - acc: 0.8940


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- ETA: 4s - loss: 0.2697 - acc: 0.8965


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- ETA: 4s - loss: 0.2717 - acc: 0.8959


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- ETA: 4s - loss: 0.2690 - acc: 0.8972


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- ETA: 3s - loss: 0.2676 - acc: 0.8973


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- ETA: 3s - loss: 0.2689 - acc: 0.8968


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- ETA: 3s - loss: 0.2652 - acc: 0.8987


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- ETA: 2s - loss: 0.2653 - acc: 0.8984


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- ETA: 2s - loss: 0.2607 - acc: 0.9002


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- ETA: 2s - loss: 0.2595 - acc: 0.9006


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- ETA: 1s - loss: 0.2586 - acc: 0.9008


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- ETA: 1s - loss: 0.2579 - acc: 0.9005


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- ETA: 1s - loss: 0.2564 - acc: 0.9009


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- ETA: 0s - loss: 0.2568 - acc: 0.9013


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- ETA: 0s - loss: 0.2565 - acc: 0.9018


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- ETA: 0s - loss: 0.2539 - acc: 0.9028

128/878 [===>..........................]

- ETA: 0s - loss: 0.2600 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.2767 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.3088 - acc: 0.8984


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- ETA: 0s - loss: 0.3097 - acc: 0.9043


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- ETA: 0s - loss: 0.3118 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.3253 - acc: 0.8984


878/878 [==============================]

- 1s 625us/sample - loss: 0.3139 - acc: 0.8952



39/39 [==============================]

- 13s 331ms/step - loss: 0.2523 - acc: 0.9031 - val_loss: 0.3125 - val_acc: 0.8952


Epoch 23/200

1/39 [..............................]

- ETA: 5s - loss: 0.1568 - acc: 0.9453


2/39 [>.............................]

- ETA: 5s - loss: 0.1530 - acc: 0.9414


3/39 [=>............................]

- ETA: 7s - loss: 0.2161 - acc: 0.9245


4/39 [==>...........................]

- ETA: 8s - loss: 0.2307 - acc: 0.9219


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- ETA: 8s - loss: 0.2240 - acc: 0.9203


6/39 [===>..........................]

- ETA: 9s - loss: 0.2324 - acc: 0.9167


7/39 [====>.........................]

- ETA: 9s - loss: 0.2450 - acc: 0.9118


8/39 [=====>........................]

- ETA: 9s - loss: 0.2336 - acc: 0.9170


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- ETA: 8s - loss: 0.2382 - acc: 0.9097


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- ETA: 8s - loss: 0.2334 - acc: 0.9133


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- ETA: 8s - loss: 0.2360 - acc: 0.9105


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- ETA: 8s - loss: 0.2367 - acc: 0.9102


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- ETA: 8s - loss: 0.2274 - acc: 0.9147


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- ETA: 7s - loss: 0.2253 - acc: 0.9135


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- ETA: 7s - loss: 0.2185 - acc: 0.9177


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- ETA: 7s - loss: 0.2178 - acc: 0.9175


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- ETA: 7s - loss: 0.2176 - acc: 0.9168


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- ETA: 6s - loss: 0.2146 - acc: 0.9193


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- ETA: 6s - loss: 0.2129 - acc: 0.9198


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- ETA: 6s - loss: 0.2081 - acc: 0.9223


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- ETA: 5s - loss: 0.2107 - acc: 0.9204


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- ETA: 5s - loss: 0.2147 - acc: 0.9194


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- ETA: 5s - loss: 0.2112 - acc: 0.9209


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- ETA: 4s - loss: 0.2113 - acc: 0.9206


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- ETA: 4s - loss: 0.2140 - acc: 0.9203


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- ETA: 4s - loss: 0.2177 - acc: 0.9192


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- ETA: 3s - loss: 0.2151 - acc: 0.9198


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- ETA: 3s - loss: 0.2151 - acc: 0.9196


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- ETA: 3s - loss: 0.2181 - acc: 0.9197


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- ETA: 2s - loss: 0.2163 - acc: 0.9206


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- ETA: 2s - loss: 0.2141 - acc: 0.9219


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- ETA: 2s - loss: 0.2132 - acc: 0.9216


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- ETA: 1s - loss: 0.2137 - acc: 0.9214


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- ETA: 1s - loss: 0.2128 - acc: 0.9216


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- ETA: 1s - loss: 0.2143 - acc: 0.9210


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- ETA: 1s - loss: 0.2151 - acc: 0.9208


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- ETA: 0s - loss: 0.2139 - acc: 0.9211


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- ETA: 0s - loss: 0.2118 - acc: 0.9224

128/878 [===>..........................]

- ETA: 0s - loss: 0.3403 - acc: 0.8906


256/878 [=======>......................]

- ETA: 0s - loss: 0.3248 - acc: 0.8828


384/878 [============>.................]

- ETA: 0s - loss: 0.3547 - acc: 0.8698


512/878 [================>.............]

- ETA: 0s - loss: 0.3745 - acc: 0.8730


640/878 [====================>.........]

- ETA: 0s - loss: 0.3672 - acc: 0.8750


768/878 [=========================>....]

- ETA: 0s - loss: 0.3884 - acc: 0.8698


878/878 [==============================]

- 1s 1ms/sample - loss: 0.3695 - acc: 0.8736



39/39 [==============================]

- 14s 360ms/step - loss: 0.2138 - acc: 0.9212 - val_loss: 0.3672 - val_acc: 0.8736


Epoch 24/200

1/39 [..............................]

- ETA: 7s - loss: 0.2148 - acc: 0.9141


2/39 [>.............................]

- ETA: 6s - loss: 0.1620 - acc: 0.9375


3/39 [=>............................]

- ETA: 6s - loss: 0.1892 - acc: 0.9323


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- ETA: 6s - loss: 0.2179 - acc: 0.9277


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- ETA: 6s - loss: 0.2298 - acc: 0.9250


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- ETA: 6s - loss: 0.2193 - acc: 0.9284


7/39 [====>.........................]

- ETA: 6s - loss: 0.2280 - acc: 0.9241


8/39 [=====>........................]

- ETA: 6s - loss: 0.2347 - acc: 0.9209


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- ETA: 7s - loss: 0.2328 - acc: 0.9201


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- ETA: 7s - loss: 0.2252 - acc: 0.9203


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- ETA: 7s - loss: 0.2191 - acc: 0.9233


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- ETA: 7s - loss: 0.2165 - acc: 0.9271


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- ETA: 6s - loss: 0.2228 - acc: 0.9243


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- ETA: 6s - loss: 0.2163 - acc: 0.9263


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- ETA: 6s - loss: 0.2150 - acc: 0.9255


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- ETA: 6s - loss: 0.2194 - acc: 0.9224


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- ETA: 6s - loss: 0.2216 - acc: 0.9214


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- ETA: 5s - loss: 0.2260 - acc: 0.9184


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- ETA: 5s - loss: 0.2263 - acc: 0.9174


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- ETA: 5s - loss: 0.2234 - acc: 0.9187


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- ETA: 5s - loss: 0.2240 - acc: 0.9170


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- ETA: 4s - loss: 0.2230 - acc: 0.9180


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- ETA: 4s - loss: 0.2213 - acc: 0.9181


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- ETA: 4s - loss: 0.2233 - acc: 0.9180


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- ETA: 4s - loss: 0.2265 - acc: 0.9169


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- ETA: 3s - loss: 0.2276 - acc: 0.9166


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- ETA: 3s - loss: 0.2304 - acc: 0.9162


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- ETA: 3s - loss: 0.2292 - acc: 0.9167


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- ETA: 3s - loss: 0.2281 - acc: 0.9166


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- ETA: 2s - loss: 0.2285 - acc: 0.9157


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- ETA: 2s - loss: 0.2292 - acc: 0.9157


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- ETA: 2s - loss: 0.2302 - acc: 0.9151


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- ETA: 1s - loss: 0.2312 - acc: 0.9144


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- ETA: 1s - loss: 0.2296 - acc: 0.9146


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- ETA: 1s - loss: 0.2273 - acc: 0.9153


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- ETA: 0s - loss: 0.2273 - acc: 0.9150


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- ETA: 0s - loss: 0.2289 - acc: 0.9144


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- ETA: 0s - loss: 0.2278 - acc: 0.9150

128/878 [===>..........................]

- ETA: 0s - loss: 0.3671 - acc: 0.8906


256/878 [=======>......................]

- ETA: 0s - loss: 0.3746 - acc: 0.8633


384/878 [============>.................]

- ETA: 0s - loss: 0.4050 - acc: 0.8620


512/878 [================>.............]

- ETA: 0s - loss: 0.3959 - acc: 0.8750


640/878 [====================>.........]

- ETA: 0s - loss: 0.4185 - acc: 0.8781


768/878 [=========================>....]

- ETA: 0s - loss: 0.4217 - acc: 0.8711


878/878 [==============================]

- 1s 608us/sample - loss: 0.4016 - acc: 0.8736



39/39 [==============================]

- 13s 325ms/step - loss: 0.2269 - acc: 0.9153 - val_loss: 0.3991 - val_acc: 0.8736


Epoch 25/200

1/39 [..............................]

- ETA: 5s - loss: 0.1864 - acc: 0.9375


2/39 [>.............................]

- ETA: 5s - loss: 0.1975 - acc: 0.9297


3/39 [=>............................]

- ETA: 8s - loss: 0.1981 - acc: 0.9245


4/39 [==>...........................]

- ETA: 8s - loss: 0.2138 - acc: 0.9180


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- ETA: 9s - loss: 0.2110 - acc: 0.9203


6/39 [===>..........................]

- ETA: 9s - loss: 0.2113 - acc: 0.9245


7/39 [====>.........................]

- ETA: 9s - loss: 0.1995 - acc: 0.9297


8/39 [=====>........................]

- ETA: 9s - loss: 0.1900 - acc: 0.9346


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- ETA: 9s - loss: 0.2045 - acc: 0.9323


10/39 [======>.......................]

- ETA: 9s - loss: 0.2121 - acc: 0.9297


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- ETA: 8s - loss: 0.2066 - acc: 0.9318


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- ETA: 8s - loss: 0.2185 - acc: 0.9251


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- ETA: 8s - loss: 0.2146 - acc: 0.9267


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- ETA: 8s - loss: 0.2128 - acc: 0.9263


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- ETA: 7s - loss: 0.2095 - acc: 0.9260


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- ETA: 7s - loss: 0.2105 - acc: 0.9243


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- ETA: 7s - loss: 0.2090 - acc: 0.9242


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- ETA: 6s - loss: 0.2105 - acc: 0.9232


19/39 [=============>................]

- ETA: 6s - loss: 0.2129 - acc: 0.9223


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- ETA: 6s - loss: 0.2126 - acc: 0.9234


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- ETA: 5s - loss: 0.2110 - acc: 0.9237


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- ETA: 5s - loss: 0.2125 - acc: 0.9237


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- ETA: 5s - loss: 0.2140 - acc: 0.9226


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- ETA: 5s - loss: 0.2123 - acc: 0.9235


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- ETA: 4s - loss: 0.2118 - acc: 0.9244


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- ETA: 4s - loss: 0.2130 - acc: 0.9240


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- ETA: 4s - loss: 0.2110 - acc: 0.9248


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- ETA: 3s - loss: 0.2093 - acc: 0.9252


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- ETA: 3s - loss: 0.2101 - acc: 0.9240


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- ETA: 3s - loss: 0.2107 - acc: 0.9240


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- ETA: 2s - loss: 0.2103 - acc: 0.9243


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- ETA: 2s - loss: 0.2131 - acc: 0.9230


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- ETA: 2s - loss: 0.2132 - acc: 0.9234


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- ETA: 1s - loss: 0.2153 - acc: 0.9234


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- ETA: 1s - loss: 0.2177 - acc: 0.9224


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- ETA: 1s - loss: 0.2187 - acc: 0.9229


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- ETA: 0s - loss: 0.2217 - acc: 0.9224


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- ETA: 0s - loss: 0.2186 - acc: 0.9238

128/878 [===>..........................]

- ETA: 0s - loss: 0.2776 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.3272 - acc: 0.8906


384/878 [============>.................]

- ETA: 0s - loss: 0.3187 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.3284 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.3370 - acc: 0.9031


768/878 [=========================>....]

- ETA: 0s - loss: 0.3363 - acc: 0.9010


878/878 [==============================]

- 1s 649us/sample - loss: 0.3242 - acc: 0.9009



39/39 [==============================]

- 14s 362ms/step - loss: 0.2177 - acc: 0.9244 - val_loss: 0.3228 - val_acc: 0.9009


Epoch 26/200

1/39 [..............................]

- ETA: 5s - loss: 0.2261 - acc: 0.9219


2/39 [>.............................]

- ETA: 5s - loss: 0.2083 - acc: 0.9258


3/39 [=>............................]

- ETA: 7s - loss: 0.2112 - acc: 0.9271


4/39 [==>...........................]

- ETA: 8s - loss: 0.1920 - acc: 0.9331


5/39 [==>...........................]

- ETA: 8s - loss: 0.1959 - acc: 0.9308


6/39 [===>..........................]

- ETA: 9s - loss: 0.1990 - acc: 0.9279


7/39 [====>.........................]

- ETA: 9s - loss: 0.2010 - acc: 0.9282


8/39 [=====>........................]

- ETA: 9s - loss: 0.2004 - acc: 0.9254


9/39 [=====>........................]

- ETA: 9s - loss: 0.2004 - acc: 0.9241


10/39 [======>.......................]

- ETA: 8s - loss: 0.1971 - acc: 0.9231


11/39 [=======>......................]

- ETA: 8s - loss: 0.2014 - acc: 0.9230


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- ETA: 8s - loss: 0.1974 - acc: 0.9235


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- ETA: 8s - loss: 0.2003 - acc: 0.9222


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- ETA: 8s - loss: 0.2022 - acc: 0.9216


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- ETA: 7s - loss: 0.2017 - acc: 0.9216


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- ETA: 7s - loss: 0.2013 - acc: 0.9226


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- ETA: 7s - loss: 0.2044 - acc: 0.9217


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- ETA: 7s - loss: 0.2096 - acc: 0.9195


19/39 [=============>................]

- ETA: 6s - loss: 0.2089 - acc: 0.9196


20/39 [==============>...............]

- ETA: 6s - loss: 0.2117 - acc: 0.9189


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- ETA: 6s - loss: 0.2110 - acc: 0.9191


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- ETA: 5s - loss: 0.2112 - acc: 0.9192


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- ETA: 5s - loss: 0.2094 - acc: 0.9203


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- ETA: 5s - loss: 0.2090 - acc: 0.9201


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- ETA: 4s - loss: 0.2062 - acc: 0.9214


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- ETA: 4s - loss: 0.2071 - acc: 0.9211


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- ETA: 4s - loss: 0.2056 - acc: 0.9220


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- ETA: 3s - loss: 0.2068 - acc: 0.9223


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- ETA: 3s - loss: 0.2065 - acc: 0.9226


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- ETA: 3s - loss: 0.2049 - acc: 0.9233


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- ETA: 2s - loss: 0.2065 - acc: 0.9225


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- ETA: 2s - loss: 0.2040 - acc: 0.9237


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- ETA: 2s - loss: 0.2012 - acc: 0.9251


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- ETA: 1s - loss: 0.2010 - acc: 0.9248


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- ETA: 1s - loss: 0.1982 - acc: 0.9262


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- ETA: 1s - loss: 0.1971 - acc: 0.9268


37/39 [===========================>..]

- ETA: 0s - loss: 0.1962 - acc: 0.9273


38/39 [============================>.]

- ETA: 0s - loss: 0.1961 - acc: 0.9273

128/878 [===>..........................]

- ETA: 0s - loss: 0.3061 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.3071 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.3371 - acc: 0.8932


512/878 [================>.............]

- ETA: 0s - loss: 0.3475 - acc: 0.8945


640/878 [====================>.........]

- ETA: 0s - loss: 0.3400 - acc: 0.8953


768/878 [=========================>....]

- ETA: 0s - loss: 0.3559 - acc: 0.8880


878/878 [==============================]

- 1s 615us/sample - loss: 0.3375 - acc: 0.8907



39/39 [==============================]

- 14s 361ms/step - loss: 0.1995 - acc: 0.9260 - val_loss: 0.3352 - val_acc: 0.8907


Epoch 27/200

1/39 [..............................]

- ETA: 5s - loss: 0.1096 - acc: 0.9453


2/39 [>.............................]

- ETA: 5s - loss: 0.1826 - acc: 0.9375


3/39 [=>............................]

- ETA: 7s - loss: 0.2380 - acc: 0.9141


4/39 [==>...........................]

- ETA: 8s - loss: 0.2202 - acc: 0.9219


5/39 [==>...........................]

- ETA: 9s - loss: 0.2067 - acc: 0.9281


6/39 [===>..........................]

- ETA: 9s - loss: 0.2015 - acc: 0.9297


7/39 [====>.........................]

- ETA: 9s - loss: 0.1929 - acc: 0.9342


8/39 [=====>........................]

- ETA: 9s - loss: 0.1889 - acc: 0.9326


9/39 [=====>........................]

- ETA: 8s - loss: 0.2026 - acc: 0.9280


10/39 [======>.......................]

- ETA: 8s - loss: 0.1964 - acc: 0.9289


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- ETA: 8s - loss: 0.1932 - acc: 0.9290


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- ETA: 8s - loss: 0.1923 - acc: 0.9284


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- ETA: 8s - loss: 0.1939 - acc: 0.9279


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- ETA: 7s - loss: 0.2068 - acc: 0.9252


15/39 [==========>...................]

- ETA: 7s - loss: 0.2019 - acc: 0.9266


16/39 [===========>..................]

- ETA: 7s - loss: 0.2003 - acc: 0.9272


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- ETA: 7s - loss: 0.2036 - acc: 0.9269


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- ETA: 6s - loss: 0.2027 - acc: 0.9266


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- ETA: 6s - loss: 0.2086 - acc: 0.9231


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- ETA: 6s - loss: 0.2089 - acc: 0.9227


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- ETA: 5s - loss: 0.2078 - acc: 0.9230


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- ETA: 5s - loss: 0.2089 - acc: 0.9212


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- ETA: 5s - loss: 0.2076 - acc: 0.9222


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- ETA: 4s - loss: 0.2084 - acc: 0.9212


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- ETA: 4s - loss: 0.2087 - acc: 0.9212


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- ETA: 4s - loss: 0.2080 - acc: 0.9222


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- ETA: 3s - loss: 0.2117 - acc: 0.9198


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- ETA: 3s - loss: 0.2122 - acc: 0.9194


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- ETA: 3s - loss: 0.2133 - acc: 0.9178


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- ETA: 3s - loss: 0.2165 - acc: 0.9161


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- ETA: 2s - loss: 0.2199 - acc: 0.9146


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- ETA: 2s - loss: 0.2179 - acc: 0.9150


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- ETA: 2s - loss: 0.2187 - acc: 0.9141


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- ETA: 1s - loss: 0.2208 - acc: 0.9141


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- ETA: 1s - loss: 0.2245 - acc: 0.9136


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- ETA: 1s - loss: 0.2223 - acc: 0.9143


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- ETA: 0s - loss: 0.2216 - acc: 0.9148


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- ETA: 0s - loss: 0.2257 - acc: 0.9135

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- ETA: 0s - loss: 0.3289 - acc: 0.8750


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- ETA: 0s - loss: 0.3149 - acc: 0.8750


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- ETA: 0s - loss: 0.3372 - acc: 0.8672


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- ETA: 0s - loss: 0.3607 - acc: 0.8750


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- ETA: 0s - loss: 0.3596 - acc: 0.8813


768/878 [=========================>....]

- ETA: 0s - loss: 0.3540 - acc: 0.8828


878/878 [==============================]

- 1s 612us/sample - loss: 0.3512 - acc: 0.8815



39/39 [==============================]

- 14s 350ms/step - loss: 0.2284 - acc: 0.9127 - val_loss: 0.3508 - val_acc: 0.8815


Epoch 28/200

1/39 [..............................]

- ETA: 5s - loss: 0.2388 - acc: 0.8828


2/39 [>.............................]

- ETA: 5s - loss: 0.2266 - acc: 0.8987


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- ETA: 5s - loss: 0.2183 - acc: 0.8986


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- ETA: 7s - loss: 0.2482 - acc: 0.8925


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- ETA: 7s - loss: 0.2284 - acc: 0.9050


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- ETA: 8s - loss: 0.2363 - acc: 0.9052


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- ETA: 8s - loss: 0.2381 - acc: 0.9054


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- ETA: 8s - loss: 0.2349 - acc: 0.9075


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- ETA: 8s - loss: 0.2289 - acc: 0.9100


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- ETA: 8s - loss: 0.2420 - acc: 0.9056


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- ETA: 8s - loss: 0.2391 - acc: 0.9107


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- ETA: 7s - loss: 0.2390 - acc: 0.9110


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- ETA: 7s - loss: 0.2404 - acc: 0.9100


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- ETA: 7s - loss: 0.2421 - acc: 0.9081


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- ETA: 7s - loss: 0.2483 - acc: 0.9064


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- ETA: 7s - loss: 0.2497 - acc: 0.9059


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- ETA: 6s - loss: 0.2476 - acc: 0.9064


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- ETA: 6s - loss: 0.2404 - acc: 0.9103


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- ETA: 6s - loss: 0.2359 - acc: 0.9126


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- ETA: 5s - loss: 0.2332 - acc: 0.9142


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- ETA: 5s - loss: 0.2331 - acc: 0.9127


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- ETA: 5s - loss: 0.2335 - acc: 0.9142


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- ETA: 5s - loss: 0.2310 - acc: 0.9149


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- ETA: 4s - loss: 0.2344 - acc: 0.9122


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- ETA: 4s - loss: 0.2328 - acc: 0.9123


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- ETA: 4s - loss: 0.2314 - acc: 0.9130


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- ETA: 3s - loss: 0.2286 - acc: 0.9142


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- ETA: 3s - loss: 0.2264 - acc: 0.9153


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- ETA: 3s - loss: 0.2238 - acc: 0.9163


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- ETA: 2s - loss: 0.2264 - acc: 0.9163


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- ETA: 2s - loss: 0.2268 - acc: 0.9162


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- ETA: 2s - loss: 0.2249 - acc: 0.9169


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- ETA: 1s - loss: 0.2268 - acc: 0.9161


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- ETA: 1s - loss: 0.2265 - acc: 0.9155


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- ETA: 1s - loss: 0.2280 - acc: 0.9150


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- ETA: 0s - loss: 0.2267 - acc: 0.9157


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- ETA: 0s - loss: 0.2253 - acc: 0.9158


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- ETA: 0s - loss: 0.2247 - acc: 0.9160

128/878 [===>..........................]

- ETA: 0s - loss: 0.3152 - acc: 0.9141


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- ETA: 0s - loss: 0.3581 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.3828 - acc: 0.8828


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- ETA: 0s - loss: 0.3826 - acc: 0.8906


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- ETA: 0s - loss: 0.3742 - acc: 0.8969


768/878 [=========================>....]

- ETA: 0s - loss: 0.3679 - acc: 0.8932


878/878 [==============================]

- 1s 624us/sample - loss: 0.3541 - acc: 0.8941



39/39 [==============================]

- 13s 334ms/step - loss: 0.2252 - acc: 0.9161 - val_loss: 0.3524 - val_acc: 0.8941


Epoch 29/200

1/39 [..............................]

- ETA: 5s - loss: 0.2425 - acc: 0.9062


2/39 [>.............................]

- ETA: 6s - loss: 0.2192 - acc: 0.9258


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- ETA: 8s - loss: 0.2190 - acc: 0.9193


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- ETA: 9s - loss: 0.2148 - acc: 0.9238


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- ETA: 8s - loss: 0.1943 - acc: 0.9308


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- ETA: 9s - loss: 0.1972 - acc: 0.9332


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- ETA: 9s - loss: 0.2031 - acc: 0.9282


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- ETA: 9s - loss: 0.2006 - acc: 0.9274


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- ETA: 8s - loss: 0.1927 - acc: 0.9312


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- ETA: 8s - loss: 0.1904 - acc: 0.9318


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- ETA: 8s - loss: 0.1922 - acc: 0.9309


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- ETA: 8s - loss: 0.1886 - acc: 0.9328


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- ETA: 8s - loss: 0.1869 - acc: 0.9325


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- ETA: 7s - loss: 0.1841 - acc: 0.9340


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- ETA: 7s - loss: 0.1868 - acc: 0.9321


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- ETA: 7s - loss: 0.1829 - acc: 0.9330


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- ETA: 7s - loss: 0.1849 - acc: 0.9318


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- ETA: 6s - loss: 0.1841 - acc: 0.9335


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- ETA: 6s - loss: 0.1816 - acc: 0.9329


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- ETA: 6s - loss: 0.1792 - acc: 0.9343


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- ETA: 5s - loss: 0.1761 - acc: 0.9344


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- ETA: 5s - loss: 0.1724 - acc: 0.9360


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- ETA: 5s - loss: 0.1724 - acc: 0.9354


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- ETA: 4s - loss: 0.1726 - acc: 0.9355


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- ETA: 4s - loss: 0.1721 - acc: 0.9359


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- ETA: 4s - loss: 0.1721 - acc: 0.9356


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- ETA: 3s - loss: 0.1779 - acc: 0.9348


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- ETA: 3s - loss: 0.1777 - acc: 0.9352


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- ETA: 3s - loss: 0.1770 - acc: 0.9353


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- ETA: 2s - loss: 0.1780 - acc: 0.9351


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- ETA: 2s - loss: 0.1800 - acc: 0.9347


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- ETA: 2s - loss: 0.1806 - acc: 0.9343


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- ETA: 1s - loss: 0.1795 - acc: 0.9351


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- ETA: 1s - loss: 0.1788 - acc: 0.9354


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- ETA: 1s - loss: 0.1797 - acc: 0.9348


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- ETA: 0s - loss: 0.1787 - acc: 0.9348


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- ETA: 0s - loss: 0.1784 - acc: 0.9345


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- ETA: 0s - loss: 0.1806 - acc: 0.9329

128/878 [===>..........................]

- ETA: 0s - loss: 0.3090 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.3205 - acc: 0.8945


384/878 [============>.................]

- ETA: 0s - loss: 0.3527 - acc: 0.8828


512/878 [================>.............]

- ETA: 0s - loss: 0.3624 - acc: 0.8867


640/878 [====================>.........]

- ETA: 0s - loss: 0.3582 - acc: 0.8875


768/878 [=========================>....]

- ETA: 0s - loss: 0.3603 - acc: 0.8828


878/878 [==============================]

- 1s 771us/sample - loss: 0.3450 - acc: 0.8827



39/39 [==============================]

- 14s 350ms/step - loss: 0.1822 - acc: 0.9324 - val_loss: 0.3432 - val_acc: 0.8827


Epoch 30/200

1/39 [..............................]

- ETA: 19s - loss: 0.1130 - acc: 0.9531


2/39 [>.............................]

- ETA: 13s - loss: 0.1379 - acc: 0.9414


3/39 [=>............................]

- ETA: 10s - loss: 0.1405 - acc: 0.9375


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- ETA: 9s - loss: 0.1340 - acc: 0.9473


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- ETA: 8s - loss: 0.1332 - acc: 0.9484


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- ETA: 7s - loss: 0.1574 - acc: 0.9401


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- ETA: 7s - loss: 0.1537 - acc: 0.9386


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- ETA: 7s - loss: 0.1615 - acc: 0.9395


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- ETA: 7s - loss: 0.1678 - acc: 0.9384


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- ETA: 7s - loss: 0.1693 - acc: 0.9367


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- ETA: 7s - loss: 0.1715 - acc: 0.9361


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- ETA: 7s - loss: 0.1697 - acc: 0.9362


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- ETA: 7s - loss: 0.1721 - acc: 0.9357


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- ETA: 7s - loss: 0.1708 - acc: 0.9353


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- ETA: 6s - loss: 0.1733 - acc: 0.9359


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- ETA: 6s - loss: 0.1752 - acc: 0.9365


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- ETA: 6s - loss: 0.1815 - acc: 0.9315


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- ETA: 6s - loss: 0.1800 - acc: 0.9310


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- ETA: 6s - loss: 0.1786 - acc: 0.9301


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- ETA: 5s - loss: 0.1801 - acc: 0.9297


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- ETA: 5s - loss: 0.1802 - acc: 0.9297


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- ETA: 5s - loss: 0.1826 - acc: 0.9293


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- ETA: 4s - loss: 0.1822 - acc: 0.9300


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- ETA: 4s - loss: 0.1796 - acc: 0.9303


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- ETA: 4s - loss: 0.1789 - acc: 0.9300


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- ETA: 3s - loss: 0.1817 - acc: 0.9291


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- ETA: 3s - loss: 0.1810 - acc: 0.9288


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- ETA: 3s - loss: 0.1786 - acc: 0.9297


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- ETA: 3s - loss: 0.1835 - acc: 0.9278


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- ETA: 2s - loss: 0.1856 - acc: 0.9268


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- ETA: 2s - loss: 0.1883 - acc: 0.9254


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- ETA: 2s - loss: 0.1882 - acc: 0.9250


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- ETA: 1s - loss: 0.1914 - acc: 0.9235


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- ETA: 1s - loss: 0.1899 - acc: 0.9237


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- ETA: 1s - loss: 0.1918 - acc: 0.9237


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- ETA: 0s - loss: 0.1911 - acc: 0.9243


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- ETA: 0s - loss: 0.1892 - acc: 0.9253


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- ETA: 0s - loss: 0.1880 - acc: 0.9251

128/878 [===>..........................]

- ETA: 0s - loss: 0.2997 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3438 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.3704 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.3781 - acc: 0.8965


640/878 [====================>.........]

- ETA: 0s - loss: 0.3718 - acc: 0.8984


768/878 [=========================>....]

- ETA: 0s - loss: 0.3808 - acc: 0.8932


878/878 [==============================]

- 1s 620us/sample - loss: 0.3698 - acc: 0.8918



39/39 [==============================]

- 13s 328ms/step - loss: 0.1884 - acc: 0.9248 - val_loss: 0.3685 - val_acc: 0.8918


Epoch 31/200

1/39 [..............................]

- ETA: 5s - loss: 0.1216 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.1286 - acc: 0.9492


3/39 [=>............................]

- ETA: 6s - loss: 0.1457 - acc: 0.9453


4/39 [==>...........................]

- ETA: 7s - loss: 0.1671 - acc: 0.9453


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- ETA: 8s - loss: 0.1571 - acc: 0.9500


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- ETA: 8s - loss: 0.1582 - acc: 0.9505


7/39 [====>.........................]

- ETA: 8s - loss: 0.1623 - acc: 0.9475


8/39 [=====>........................]

- ETA: 8s - loss: 0.1832 - acc: 0.9375


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- ETA: 8s - loss: 0.1727 - acc: 0.9427


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- ETA: 8s - loss: 0.1704 - acc: 0.9453


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- ETA: 8s - loss: 0.1808 - acc: 0.9411


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- ETA: 8s - loss: 0.1834 - acc: 0.9375


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- ETA: 8s - loss: 0.1759 - acc: 0.9399


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- ETA: 7s - loss: 0.1808 - acc: 0.9375


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- ETA: 7s - loss: 0.1879 - acc: 0.9333


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- ETA: 7s - loss: 0.1895 - acc: 0.9312


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- ETA: 6s - loss: 0.1898 - acc: 0.9309


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- ETA: 6s - loss: 0.1902 - acc: 0.9309


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- ETA: 6s - loss: 0.1924 - acc: 0.9295


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- ETA: 6s - loss: 0.1907 - acc: 0.9307


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- ETA: 5s - loss: 0.1915 - acc: 0.9299


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- ETA: 5s - loss: 0.1940 - acc: 0.9299


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- ETA: 5s - loss: 0.1943 - acc: 0.9292


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- ETA: 4s - loss: 0.1941 - acc: 0.9306


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- ETA: 4s - loss: 0.1922 - acc: 0.9318


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- ETA: 4s - loss: 0.1971 - acc: 0.9314


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- ETA: 3s - loss: 0.2008 - acc: 0.9299


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- ETA: 3s - loss: 0.2046 - acc: 0.9276


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- ETA: 3s - loss: 0.2059 - acc: 0.9266


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- ETA: 2s - loss: 0.2043 - acc: 0.9270


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- ETA: 2s - loss: 0.2039 - acc: 0.9276


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- ETA: 2s - loss: 0.2008 - acc: 0.9286


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- ETA: 1s - loss: 0.1990 - acc: 0.9294


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- ETA: 1s - loss: 0.1989 - acc: 0.9289


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- ETA: 1s - loss: 0.1997 - acc: 0.9285


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- ETA: 0s - loss: 0.1992 - acc: 0.9283


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- ETA: 0s - loss: 0.1989 - acc: 0.9286


38/39 [============================>.]

- ETA: 0s - loss: 0.2012 - acc: 0.9271

128/878 [===>..........................]

- ETA: 0s - loss: 0.2207 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.2485 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.2740 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.2963 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.3070 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.3127 - acc: 0.9076


878/878 [==============================]

- 1s 609us/sample - loss: 0.3029 - acc: 0.9066



39/39 [==============================]

- 14s 348ms/step - loss: 0.1994 - acc: 0.9284 - val_loss: 0.3017 - val_acc: 0.9066


Epoch 32/200

1/39 [..............................]

- ETA: 5s - loss: 0.1541 - acc: 0.9609


2/39 [>.............................]

- ETA: 10s - loss: 0.1401 - acc: 0.9531


3/39 [=>............................]

- ETA: 9s - loss: 0.1322 - acc: 0.9583


4/39 [==>...........................]

- ETA: 8s - loss: 0.1442 - acc: 0.9533


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- ETA: 8s - loss: 0.1302 - acc: 0.9597


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- ETA: 8s - loss: 0.1311 - acc: 0.9573


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- ETA: 8s - loss: 0.1298 - acc: 0.9578


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- ETA: 8s - loss: 0.1477 - acc: 0.9502


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- ETA: 8s - loss: 0.1494 - acc: 0.9479


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- ETA: 8s - loss: 0.1512 - acc: 0.9453


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- ETA: 8s - loss: 0.1476 - acc: 0.9453


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- ETA: 8s - loss: 0.1482 - acc: 0.9440


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- ETA: 7s - loss: 0.1539 - acc: 0.9398


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- ETA: 7s - loss: 0.1577 - acc: 0.9391


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- ETA: 7s - loss: 0.1590 - acc: 0.9379


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- ETA: 7s - loss: 0.1602 - acc: 0.9379


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- ETA: 6s - loss: 0.1613 - acc: 0.9374


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- ETA: 6s - loss: 0.1608 - acc: 0.9383


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- ETA: 6s - loss: 0.1660 - acc: 0.9362


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- ETA: 5s - loss: 0.1630 - acc: 0.9378


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- ETA: 5s - loss: 0.1628 - acc: 0.9378


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- ETA: 5s - loss: 0.1654 - acc: 0.9371


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- ETA: 4s - loss: 0.1690 - acc: 0.9357


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- ETA: 4s - loss: 0.1731 - acc: 0.9338


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- ETA: 4s - loss: 0.1716 - acc: 0.9343


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- ETA: 4s - loss: 0.1702 - acc: 0.9350


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- ETA: 3s - loss: 0.1689 - acc: 0.9348


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- ETA: 3s - loss: 0.1672 - acc: 0.9355


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- ETA: 3s - loss: 0.1667 - acc: 0.9358


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- ETA: 2s - loss: 0.1676 - acc: 0.9351


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- ETA: 2s - loss: 0.1671 - acc: 0.9357


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- ETA: 2s - loss: 0.1651 - acc: 0.9362


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- ETA: 1s - loss: 0.1650 - acc: 0.9365


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- ETA: 1s - loss: 0.1662 - acc: 0.9363


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- ETA: 1s - loss: 0.1705 - acc: 0.9354


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- ETA: 0s - loss: 0.1710 - acc: 0.9357


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- ETA: 0s - loss: 0.1693 - acc: 0.9364


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- ETA: 0s - loss: 0.1674 - acc: 0.9373

128/878 [===>..........................]

- ETA: 0s - loss: 0.2453 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3025 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.3188 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.3367 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.3324 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.3323 - acc: 0.9102


878/878 [==============================]

- 1s 640us/sample - loss: 0.3227 - acc: 0.9077



39/39 [==============================]

- 13s 331ms/step - loss: 0.1691 - acc: 0.9371 - val_loss: 0.3215 - val_acc: 0.9077


Epoch 33/200

1/39 [..............................]

- ETA: 7s - loss: 0.1451 - acc: 0.9297


2/39 [>.............................]

- ETA: 7s - loss: 0.1632 - acc: 0.9258


3/39 [=>............................]

- ETA: 7s - loss: 0.1545 - acc: 0.9349


4/39 [==>...........................]

- ETA: 8s - loss: 0.1600 - acc: 0.9375


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- ETA: 8s - loss: 0.1575 - acc: 0.9406


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- ETA: 8s - loss: 0.1660 - acc: 0.9349


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- ETA: 8s - loss: 0.1644 - acc: 0.9375


8/39 [=====>........................]

- ETA: 8s - loss: 0.1774 - acc: 0.9355


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- ETA: 8s - loss: 0.1760 - acc: 0.9349


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- ETA: 8s - loss: 0.1697 - acc: 0.9383


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- ETA: 8s - loss: 0.1693 - acc: 0.9382


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- ETA: 8s - loss: 0.1615 - acc: 0.9414


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- ETA: 8s - loss: 0.1624 - acc: 0.9405


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- ETA: 7s - loss: 0.1582 - acc: 0.9425


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- ETA: 7s - loss: 0.1592 - acc: 0.9411


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- ETA: 7s - loss: 0.1565 - acc: 0.9419


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- ETA: 6s - loss: 0.1521 - acc: 0.9435


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- ETA: 6s - loss: 0.1543 - acc: 0.9427


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- ETA: 6s - loss: 0.1551 - acc: 0.9416


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- ETA: 6s - loss: 0.1579 - acc: 0.9406


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- ETA: 5s - loss: 0.1541 - acc: 0.9423


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- ETA: 5s - loss: 0.1570 - acc: 0.9414


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- ETA: 5s - loss: 0.1592 - acc: 0.9409


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- ETA: 4s - loss: 0.1574 - acc: 0.9417


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- ETA: 4s - loss: 0.1590 - acc: 0.9419


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- ETA: 4s - loss: 0.1608 - acc: 0.9408


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- ETA: 3s - loss: 0.1589 - acc: 0.9410


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- ETA: 3s - loss: 0.1592 - acc: 0.9411


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- ETA: 3s - loss: 0.1612 - acc: 0.9397


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- ETA: 2s - loss: 0.1593 - acc: 0.9406


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- ETA: 2s - loss: 0.1595 - acc: 0.9413


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- ETA: 2s - loss: 0.1585 - acc: 0.9421


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- ETA: 1s - loss: 0.1603 - acc: 0.9417


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- ETA: 1s - loss: 0.1587 - acc: 0.9423


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- ETA: 1s - loss: 0.1593 - acc: 0.9413


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- ETA: 0s - loss: 0.1578 - acc: 0.9420


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- ETA: 0s - loss: 0.1595 - acc: 0.9417


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- ETA: 0s - loss: 0.1587 - acc: 0.9424

128/878 [===>..........................]

- ETA: 0s - loss: 0.2345 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.2463 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.2802 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.2990 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3051 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.3041 - acc: 0.9076


878/878 [==============================]

- 1s 601us/sample - loss: 0.2910 - acc: 0.9066



39/39 [==============================]

- 14s 346ms/step - loss: 0.1606 - acc: 0.9419 - val_loss: 0.2894 - val_acc: 0.9066


Epoch 34/200

1/39 [..............................]

- ETA: 23s - loss: 0.0749 - acc: 0.9766


2/39 [>.............................]

- ETA: 15s - loss: 0.0991 - acc: 0.9609


3/39 [=>............................]

- ETA: 12s - loss: 0.1153 - acc: 0.9505


4/39 [==>...........................]

- ETA: 10s - loss: 0.1112 - acc: 0.9531


5/39 [==>...........................]

- ETA: 9s - loss: 0.1177 - acc: 0.9484


6/39 [===>..........................]

- ETA: 8s - loss: 0.1170 - acc: 0.9492


7/39 [====>.........................]

- ETA: 8s - loss: 0.1185 - acc: 0.9509


8/39 [=====>........................]

- ETA: 8s - loss: 0.1243 - acc: 0.9473


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- ETA: 8s - loss: 0.1214 - acc: 0.9488


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- ETA: 8s - loss: 0.1209 - acc: 0.9508


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- ETA: 8s - loss: 0.1265 - acc: 0.9496


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- ETA: 7s - loss: 0.1249 - acc: 0.9505


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- ETA: 7s - loss: 0.1304 - acc: 0.9501


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- ETA: 7s - loss: 0.1325 - acc: 0.9487


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- ETA: 7s - loss: 0.1326 - acc: 0.9484


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- ETA: 6s - loss: 0.1395 - acc: 0.9482


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- ETA: 6s - loss: 0.1456 - acc: 0.9462


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- ETA: 6s - loss: 0.1471 - acc: 0.9457


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- ETA: 6s - loss: 0.1470 - acc: 0.9461


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- ETA: 5s - loss: 0.1492 - acc: 0.9445


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- ETA: 5s - loss: 0.1540 - acc: 0.9431


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- ETA: 5s - loss: 0.1554 - acc: 0.9421


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- ETA: 4s - loss: 0.1553 - acc: 0.9426


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- ETA: 4s - loss: 0.1599 - acc: 0.9398


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- ETA: 4s - loss: 0.1599 - acc: 0.9400


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- ETA: 4s - loss: 0.1609 - acc: 0.9402


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- ETA: 3s - loss: 0.1656 - acc: 0.9378


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- ETA: 3s - loss: 0.1659 - acc: 0.9378


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- ETA: 3s - loss: 0.1654 - acc: 0.9375


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- ETA: 2s - loss: 0.1659 - acc: 0.9370


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- ETA: 2s - loss: 0.1667 - acc: 0.9365


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- ETA: 2s - loss: 0.1664 - acc: 0.9365


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- ETA: 1s - loss: 0.1641 - acc: 0.9377


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- ETA: 1s - loss: 0.1656 - acc: 0.9370


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- ETA: 1s - loss: 0.1651 - acc: 0.9371


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- ETA: 0s - loss: 0.1649 - acc: 0.9368


37/39 [===========================>..]

- ETA: 0s - loss: 0.1662 - acc: 0.9362


38/39 [============================>.]

- ETA: 0s - loss: 0.1650 - acc: 0.9366

128/878 [===>..........................]

- ETA: 0s - loss: 0.2443 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.2310 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.2634 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.2936 - acc: 0.9238


640/878 [====================>.........]

- ETA: 0s - loss: 0.3084 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.3113 - acc: 0.9232


878/878 [==============================]

- 1s 607us/sample - loss: 0.3043 - acc: 0.9203



39/39 [==============================]

- 13s 330ms/step - loss: 0.1640 - acc: 0.9375 - val_loss: 0.3035 - val_acc: 0.9203


Epoch 35/200

1/39 [..............................]

- ETA: 5s - loss: 0.1373 - acc: 0.9297


2/39 [>.............................]

- ETA: 5s - loss: 0.1411 - acc: 0.9453


3/39 [=>............................]

- ETA: 6s - loss: 0.1454 - acc: 0.9479


4/39 [==>...........................]

- ETA: 8s - loss: 0.1398 - acc: 0.9453


5/39 [==>...........................]

- ETA: 8s - loss: 0.1641 - acc: 0.9359


6/39 [===>..........................]

- ETA: 8s - loss: 0.1577 - acc: 0.9388


7/39 [====>.........................]

- ETA: 8s - loss: 0.1634 - acc: 0.9342


8/39 [=====>........................]

- ETA: 8s - loss: 0.1535 - acc: 0.9385


9/39 [=====>........................]

- ETA: 8s - loss: 0.1574 - acc: 0.9375


10/39 [======>.......................]

- ETA: 8s - loss: 0.1572 - acc: 0.9398


11/39 [=======>......................]

- ETA: 8s - loss: 0.1623 - acc: 0.9382


12/39 [========>.....................]

- ETA: 8s - loss: 0.1590 - acc: 0.9375


13/39 [=========>....................]

- ETA: 7s - loss: 0.1612 - acc: 0.9363


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- ETA: 7s - loss: 0.1572 - acc: 0.9369


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- ETA: 7s - loss: 0.1516 - acc: 0.9396


16/39 [===========>..................]

- ETA: 7s - loss: 0.1490 - acc: 0.9414


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- ETA: 6s - loss: 0.1540 - acc: 0.9393


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- ETA: 6s - loss: 0.1542 - acc: 0.9397


19/39 [=============>................]

- ETA: 6s - loss: 0.1546 - acc: 0.9396


20/39 [==============>...............]

- ETA: 5s - loss: 0.1523 - acc: 0.9406


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- ETA: 5s - loss: 0.1504 - acc: 0.9423


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- ETA: 5s - loss: 0.1503 - acc: 0.9421


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- ETA: 5s - loss: 0.1502 - acc: 0.9412


24/39 [=================>............]

- ETA: 4s - loss: 0.1497 - acc: 0.9421


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- ETA: 4s - loss: 0.1512 - acc: 0.9416


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- ETA: 4s - loss: 0.1495 - acc: 0.9426


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- ETA: 3s - loss: 0.1512 - acc: 0.9421


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- ETA: 3s - loss: 0.1510 - acc: 0.9428


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- ETA: 3s - loss: 0.1517 - acc: 0.9429


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- ETA: 2s - loss: 0.1520 - acc: 0.9429


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- ETA: 2s - loss: 0.1539 - acc: 0.9423


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- ETA: 2s - loss: 0.1533 - acc: 0.9429


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- ETA: 1s - loss: 0.1513 - acc: 0.9436


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- ETA: 1s - loss: 0.1504 - acc: 0.9437


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- ETA: 1s - loss: 0.1514 - acc: 0.9435


36/39 [==========================>...]

- ETA: 0s - loss: 0.1519 - acc: 0.9436


37/39 [===========================>..]

- ETA: 0s - loss: 0.1520 - acc: 0.9436


38/39 [============================>.]

- ETA: 0s - loss: 0.1520 - acc: 0.9434

128/878 [===>..........................]

- ETA: 0s - loss: 0.2448 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.2944 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3212 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.3441 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.3523 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.3491 - acc: 0.9141


878/878 [==============================]

- 1s 605us/sample - loss: 0.3385 - acc: 0.9112



39/39 [==============================]

- 13s 342ms/step - loss: 0.1523 - acc: 0.9429 - val_loss: 0.3372 - val_acc: 0.9112


Epoch 36/200

1/39 [..............................]

- ETA: 5s - loss: 0.1603 - acc: 0.9375


2/39 [>.............................]

- ETA: 5s - loss: 0.1497 - acc: 0.9414


3/39 [=>............................]

- ETA: 6s - loss: 0.1430 - acc: 0.9401


4/39 [==>...........................]

- ETA: 7s - loss: 0.1380 - acc: 0.9434


5/39 [==>...........................]

- ETA: 8s - loss: 0.1420 - acc: 0.9469


6/39 [===>..........................]

- ETA: 8s - loss: 0.1387 - acc: 0.9479


7/39 [====>.........................]

- ETA: 8s - loss: 0.1315 - acc: 0.9520


8/39 [=====>........................]

- ETA: 8s - loss: 0.1311 - acc: 0.9512


9/39 [=====>........................]

- ETA: 8s - loss: 0.1233 - acc: 0.9557


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- ETA: 8s - loss: 0.1257 - acc: 0.9539


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- ETA: 7s - loss: 0.1212 - acc: 0.9553


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- ETA: 7s - loss: 0.1310 - acc: 0.9512


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- ETA: 7s - loss: 0.1303 - acc: 0.9513


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- ETA: 7s - loss: 0.1337 - acc: 0.9481


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- ETA: 7s - loss: 0.1320 - acc: 0.9495


16/39 [===========>..................]

- ETA: 6s - loss: 0.1323 - acc: 0.9487


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- ETA: 6s - loss: 0.1400 - acc: 0.9462


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- ETA: 6s - loss: 0.1406 - acc: 0.9470


19/39 [=============>................]

- ETA: 6s - loss: 0.1419 - acc: 0.9474


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- ETA: 5s - loss: 0.1453 - acc: 0.9469


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- ETA: 5s - loss: 0.1476 - acc: 0.9457


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- ETA: 5s - loss: 0.1474 - acc: 0.9453


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- ETA: 4s - loss: 0.1456 - acc: 0.9460


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- ETA: 4s - loss: 0.1454 - acc: 0.9460


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- ETA: 4s - loss: 0.1492 - acc: 0.9456


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- ETA: 4s - loss: 0.1470 - acc: 0.9465


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- ETA: 3s - loss: 0.1458 - acc: 0.9468


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- ETA: 3s - loss: 0.1462 - acc: 0.9461


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- ETA: 3s - loss: 0.1457 - acc: 0.9467


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- ETA: 2s - loss: 0.1457 - acc: 0.9463


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- ETA: 2s - loss: 0.1457 - acc: 0.9461


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- ETA: 2s - loss: 0.1434 - acc: 0.9473


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- ETA: 1s - loss: 0.1421 - acc: 0.9474


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- ETA: 1s - loss: 0.1430 - acc: 0.9467


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- ETA: 1s - loss: 0.1405 - acc: 0.9478


36/39 [==========================>...]

- ETA: 0s - loss: 0.1407 - acc: 0.9475


37/39 [===========================>..]

- ETA: 0s - loss: 0.1397 - acc: 0.9478


38/39 [============================>.]

- ETA: 0s - loss: 0.1398 - acc: 0.9480

128/878 [===>..........................]

- ETA: 0s - loss: 0.2073 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.2670 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.2951 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.3121 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3067 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.3092 - acc: 0.9102


878/878 [==============================]

- 1s 618us/sample - loss: 0.3005 - acc: 0.9089



39/39 [==============================]

- 13s 331ms/step - loss: 0.1386 - acc: 0.9489 - val_loss: 0.2995 - val_acc: 0.9089


Epoch 37/200

1/39 [..............................]

- ETA: 5s - loss: 0.1655 - acc: 0.9375


2/39 [>.............................]

- ETA: 5s - loss: 0.1866 - acc: 0.9336


3/39 [=>............................]

- ETA: 6s - loss: 0.1587 - acc: 0.9401


4/39 [==>...........................]

- ETA: 7s - loss: 0.1315 - acc: 0.9551


5/39 [==>...........................]

- ETA: 8s - loss: 0.1461 - acc: 0.9500


6/39 [===>..........................]

- ETA: 8s - loss: 0.1304 - acc: 0.9570


7/39 [====>.........................]

- ETA: 8s - loss: 0.1357 - acc: 0.9531


8/39 [=====>........................]

- ETA: 8s - loss: 0.1309 - acc: 0.9541


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- ETA: 8s - loss: 0.1311 - acc: 0.9540


10/39 [======>.......................]

- ETA: 8s - loss: 0.1289 - acc: 0.9540


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- ETA: 8s - loss: 0.1356 - acc: 0.9503


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- ETA: 8s - loss: 0.1390 - acc: 0.9492


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- ETA: 7s - loss: 0.1467 - acc: 0.9483


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- ETA: 7s - loss: 0.1460 - acc: 0.9487


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- ETA: 7s - loss: 0.1512 - acc: 0.9453


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- ETA: 7s - loss: 0.1511 - acc: 0.9463


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- ETA: 6s - loss: 0.1511 - acc: 0.9467


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- ETA: 6s - loss: 0.1520 - acc: 0.9462


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- ETA: 6s - loss: 0.1525 - acc: 0.9461


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- ETA: 6s - loss: 0.1523 - acc: 0.9473


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- ETA: 5s - loss: 0.1502 - acc: 0.9494


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- ETA: 5s - loss: 0.1502 - acc: 0.9489


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- ETA: 5s - loss: 0.1499 - acc: 0.9494


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- ETA: 4s - loss: 0.1508 - acc: 0.9489


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- ETA: 4s - loss: 0.1546 - acc: 0.9469


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- ETA: 4s - loss: 0.1552 - acc: 0.9456


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- ETA: 3s - loss: 0.1543 - acc: 0.9465


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- ETA: 3s - loss: 0.1546 - acc: 0.9461


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- ETA: 3s - loss: 0.1559 - acc: 0.9456


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- ETA: 2s - loss: 0.1538 - acc: 0.9466


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- ETA: 2s - loss: 0.1537 - acc: 0.9463


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- ETA: 2s - loss: 0.1520 - acc: 0.9470


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- ETA: 1s - loss: 0.1504 - acc: 0.9477


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- ETA: 1s - loss: 0.1491 - acc: 0.9476


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- ETA: 1s - loss: 0.1493 - acc: 0.9466


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- ETA: 0s - loss: 0.1496 - acc: 0.9462


37/39 [===========================>..]

- ETA: 0s - loss: 0.1492 - acc: 0.9462


38/39 [============================>.]

- ETA: 0s - loss: 0.1491 - acc: 0.9459

128/878 [===>..........................]

- ETA: 0s - loss: 0.2500 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3042 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.3402 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.3571 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.3403 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.3260 - acc: 0.9141


878/878 [==============================]

- 1s 604us/sample - loss: 0.3095 - acc: 0.9123



39/39 [==============================]

- 14s 348ms/step - loss: 0.1471 - acc: 0.9469 - val_loss: 0.3075 - val_acc: 0.9123


Epoch 38/200

1/39 [..............................]

- ETA: 5s - loss: 0.1189 - acc: 0.9609


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- ETA: 5s - loss: 0.1519 - acc: 0.9414


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- ETA: 6s - loss: 0.1535 - acc: 0.9453


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- ETA: 7s - loss: 0.1533 - acc: 0.9492


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- ETA: 8s - loss: 0.1627 - acc: 0.9469


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- ETA: 8s - loss: 0.1580 - acc: 0.9440


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- ETA: 8s - loss: 0.1556 - acc: 0.9453


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- ETA: 8s - loss: 0.1480 - acc: 0.9482


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- ETA: 8s - loss: 0.1499 - acc: 0.9488


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- ETA: 8s - loss: 0.1530 - acc: 0.9484


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- ETA: 8s - loss: 0.1491 - acc: 0.9503


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- ETA: 7s - loss: 0.1424 - acc: 0.9531


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- ETA: 7s - loss: 0.1451 - acc: 0.9495


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- ETA: 7s - loss: 0.1469 - acc: 0.9492


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- ETA: 7s - loss: 0.1442 - acc: 0.9500


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- ETA: 6s - loss: 0.1434 - acc: 0.9492


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- ETA: 6s - loss: 0.1435 - acc: 0.9499


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- ETA: 6s - loss: 0.1472 - acc: 0.9488


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- ETA: 6s - loss: 0.1478 - acc: 0.9482


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- ETA: 5s - loss: 0.1469 - acc: 0.9484


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- ETA: 5s - loss: 0.1495 - acc: 0.9472


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- ETA: 5s - loss: 0.1478 - acc: 0.9474


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- ETA: 4s - loss: 0.1467 - acc: 0.9477


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- ETA: 4s - loss: 0.1465 - acc: 0.9479


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- ETA: 4s - loss: 0.1454 - acc: 0.9481


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- ETA: 3s - loss: 0.1433 - acc: 0.9492


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- ETA: 3s - loss: 0.1430 - acc: 0.9494


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- ETA: 3s - loss: 0.1411 - acc: 0.9504


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- ETA: 3s - loss: 0.1405 - acc: 0.9507


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- ETA: 2s - loss: 0.1392 - acc: 0.9505


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- ETA: 2s - loss: 0.1407 - acc: 0.9504


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- ETA: 2s - loss: 0.1403 - acc: 0.9509


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- ETA: 1s - loss: 0.1401 - acc: 0.9512


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- ETA: 1s - loss: 0.1395 - acc: 0.9506


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- ETA: 1s - loss: 0.1403 - acc: 0.9505


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- ETA: 0s - loss: 0.1418 - acc: 0.9494


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- ETA: 0s - loss: 0.1407 - acc: 0.9500


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- ETA: 0s - loss: 0.1417 - acc: 0.9501

128/878 [===>..........................]

- ETA: 0s - loss: 0.2580 - acc: 0.9297


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- ETA: 0s - loss: 0.2742 - acc: 0.9219


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- ETA: 0s - loss: 0.2680 - acc: 0.9193


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- ETA: 0s - loss: 0.3026 - acc: 0.9199


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- ETA: 0s - loss: 0.3055 - acc: 0.9234


768/878 [=========================>....]

- ETA: 0s - loss: 0.2987 - acc: 0.9258


878/878 [==============================]

- 1s 615us/sample - loss: 0.2837 - acc: 0.9248



39/39 [==============================]

- 13s 328ms/step - loss: 0.1429 - acc: 0.9493 - val_loss: 0.2818 - val_acc: 0.9248


Epoch 39/200

1/39 [..............................]

- ETA: 5s - loss: 0.1758 - acc: 0.9375


2/39 [>.............................]

- ETA: 6s - loss: 0.1738 - acc: 0.9336


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- ETA: 7s - loss: 0.1615 - acc: 0.9453


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- ETA: 9s - loss: 0.1554 - acc: 0.9453


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- ETA: 9s - loss: 0.1558 - acc: 0.9438


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- ETA: 9s - loss: 0.1545 - acc: 0.9414


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- ETA: 9s - loss: 0.1540 - acc: 0.9408


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- ETA: 9s - loss: 0.1511 - acc: 0.9414


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- ETA: 9s - loss: 0.1569 - acc: 0.9427


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- ETA: 9s - loss: 0.1604 - acc: 0.9430


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- ETA: 8s - loss: 0.1625 - acc: 0.9403


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- ETA: 8s - loss: 0.1620 - acc: 0.9388


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- ETA: 8s - loss: 0.1640 - acc: 0.9387


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- ETA: 8s - loss: 0.1652 - acc: 0.9369


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- ETA: 7s - loss: 0.1585 - acc: 0.9380


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- ETA: 7s - loss: 0.1537 - acc: 0.9399


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- ETA: 7s - loss: 0.1487 - acc: 0.9416


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- ETA: 6s - loss: 0.1497 - acc: 0.9423


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- ETA: 6s - loss: 0.1523 - acc: 0.9412


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- ETA: 6s - loss: 0.1546 - acc: 0.9406


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- ETA: 6s - loss: 0.1516 - acc: 0.9420


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- ETA: 5s - loss: 0.1502 - acc: 0.9418


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- ETA: 5s - loss: 0.1543 - acc: 0.9402


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- ETA: 5s - loss: 0.1567 - acc: 0.9398


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- ETA: 4s - loss: 0.1547 - acc: 0.9406


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- ETA: 4s - loss: 0.1513 - acc: 0.9423


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- ETA: 4s - loss: 0.1500 - acc: 0.9427


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- ETA: 3s - loss: 0.1514 - acc: 0.9425


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- ETA: 3s - loss: 0.1528 - acc: 0.9415


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- ETA: 3s - loss: 0.1512 - acc: 0.9424


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- ETA: 2s - loss: 0.1494 - acc: 0.9438


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- ETA: 2s - loss: 0.1491 - acc: 0.9438


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- ETA: 2s - loss: 0.1485 - acc: 0.9432


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- ETA: 1s - loss: 0.1486 - acc: 0.9432


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- ETA: 1s - loss: 0.1518 - acc: 0.9420


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- ETA: 1s - loss: 0.1522 - acc: 0.9418


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- ETA: 0s - loss: 0.1507 - acc: 0.9421


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- ETA: 0s - loss: 0.1491 - acc: 0.9428

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- ETA: 0s - loss: 0.3149 - acc: 0.9174


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- ETA: 0s - loss: 0.3380 - acc: 0.9128


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- ETA: 0s - loss: 0.3426 - acc: 0.9052


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- ETA: 0s - loss: 0.3745 - acc: 0.9014


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- ETA: 0s - loss: 0.3654 - acc: 0.9064


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- ETA: 0s - loss: 0.3602 - acc: 0.9083


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- ETA: 0s - loss: 0.3548 - acc: 0.9056


872/878 [============================>.]

- ETA: 0s - loss: 0.3382 - acc: 0.9071


878/878 [==============================]

- 1s 666us/sample - loss: 0.3388 - acc: 0.9066



39/39 [==============================]

- 14s 353ms/step - loss: 0.1502 - acc: 0.9425 - val_loss: 0.3468 - val_acc: 0.9066


Epoch 40/200

1/39 [..............................]

- ETA: 6s - loss: 0.1366 - acc: 0.9453


2/39 [>.............................]

- ETA: 7s - loss: 0.1418 - acc: 0.9453


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- ETA: 7s - loss: 0.1209 - acc: 0.9557


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- ETA: 8s - loss: 0.1228 - acc: 0.9531


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- ETA: 8s - loss: 0.1168 - acc: 0.9563


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- ETA: 8s - loss: 0.1119 - acc: 0.9583


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- ETA: 8s - loss: 0.1093 - acc: 0.9598


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- ETA: 8s - loss: 0.1093 - acc: 0.9609


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- ETA: 8s - loss: 0.1068 - acc: 0.9635


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- ETA: 8s - loss: 0.1063 - acc: 0.9633


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- ETA: 8s - loss: 0.1006 - acc: 0.9652


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- ETA: 8s - loss: 0.1067 - acc: 0.9629


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- ETA: 7s - loss: 0.1071 - acc: 0.9639


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- ETA: 7s - loss: 0.1071 - acc: 0.9632


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- ETA: 7s - loss: 0.1041 - acc: 0.9641


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- ETA: 7s - loss: 0.1077 - acc: 0.9629


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- ETA: 6s - loss: 0.1061 - acc: 0.9632


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- ETA: 6s - loss: 0.1127 - acc: 0.9601


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- ETA: 6s - loss: 0.1122 - acc: 0.9597


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- ETA: 5s - loss: 0.1122 - acc: 0.9602


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- ETA: 5s - loss: 0.1096 - acc: 0.9606


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- ETA: 5s - loss: 0.1117 - acc: 0.9592


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- ETA: 5s - loss: 0.1139 - acc: 0.9589


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- ETA: 4s - loss: 0.1196 - acc: 0.9564


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- ETA: 4s - loss: 0.1208 - acc: 0.9559


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- ETA: 4s - loss: 0.1236 - acc: 0.9546


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- ETA: 3s - loss: 0.1274 - acc: 0.9531


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- ETA: 3s - loss: 0.1271 - acc: 0.9537


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- ETA: 3s - loss: 0.1260 - acc: 0.9545


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- ETA: 2s - loss: 0.1283 - acc: 0.9534


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- ETA: 2s - loss: 0.1337 - acc: 0.9516


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- ETA: 2s - loss: 0.1327 - acc: 0.9522


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- ETA: 1s - loss: 0.1329 - acc: 0.9520


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- ETA: 1s - loss: 0.1325 - acc: 0.9520


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- ETA: 1s - loss: 0.1371 - acc: 0.9500


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- ETA: 0s - loss: 0.1369 - acc: 0.9499


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- ETA: 0s - loss: 0.1372 - acc: 0.9500


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- ETA: 0s - loss: 0.1398 - acc: 0.9490

128/878 [===>..........................]

- ETA: 0s - loss: 0.2480 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.2604 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.2811 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.3106 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.3218 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.3290 - acc: 0.9102


878/878 [==============================]

- 1s 642us/sample - loss: 0.3164 - acc: 0.9123



39/39 [==============================]

- 13s 333ms/step - loss: 0.1393 - acc: 0.9487 - val_loss: 0.3148 - val_acc: 0.9123


Epoch 41/200

1/39 [..............................]

- ETA: 5s - loss: 0.1484 - acc: 0.9375


2/39 [>.............................]

- ETA: 5s - loss: 0.1494 - acc: 0.9453


3/39 [=>............................]

- ETA: 6s - loss: 0.1316 - acc: 0.9505


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- ETA: 7s - loss: 0.1189 - acc: 0.9531


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- ETA: 8s - loss: 0.1233 - acc: 0.9516


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- ETA: 8s - loss: 0.1209 - acc: 0.9531


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- ETA: 8s - loss: 0.1177 - acc: 0.9542


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- ETA: 8s - loss: 0.1216 - acc: 0.9522


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- ETA: 8s - loss: 0.1199 - acc: 0.9550


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- ETA: 8s - loss: 0.1229 - acc: 0.9548


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- ETA: 8s - loss: 0.1267 - acc: 0.9532


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- ETA: 8s - loss: 0.1252 - acc: 0.9532


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- ETA: 8s - loss: 0.1267 - acc: 0.9526


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- ETA: 7s - loss: 0.1244 - acc: 0.9526


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- ETA: 7s - loss: 0.1229 - acc: 0.9527


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- ETA: 7s - loss: 0.1214 - acc: 0.9542


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- ETA: 7s - loss: 0.1217 - acc: 0.9541


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- ETA: 6s - loss: 0.1236 - acc: 0.9545


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- ETA: 6s - loss: 0.1210 - acc: 0.9561


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- ETA: 6s - loss: 0.1186 - acc: 0.9575


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- ETA: 5s - loss: 0.1194 - acc: 0.9565


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- ETA: 5s - loss: 0.1185 - acc: 0.9567


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- ETA: 5s - loss: 0.1177 - acc: 0.9566


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- ETA: 4s - loss: 0.1161 - acc: 0.9568


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- ETA: 4s - loss: 0.1144 - acc: 0.9569


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- ETA: 4s - loss: 0.1142 - acc: 0.9568


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- ETA: 3s - loss: 0.1127 - acc: 0.9575


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- ETA: 3s - loss: 0.1145 - acc: 0.9571


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- ETA: 3s - loss: 0.1174 - acc: 0.9561


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- ETA: 3s - loss: 0.1152 - acc: 0.9571


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- ETA: 2s - loss: 0.1159 - acc: 0.9567


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- ETA: 2s - loss: 0.1160 - acc: 0.9571


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- ETA: 2s - loss: 0.1136 - acc: 0.9579


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- ETA: 1s - loss: 0.1152 - acc: 0.9571


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- ETA: 1s - loss: 0.1150 - acc: 0.9574


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- ETA: 1s - loss: 0.1146 - acc: 0.9575


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- ETA: 0s - loss: 0.1135 - acc: 0.9578


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- ETA: 0s - loss: 0.1127 - acc: 0.9579

128/878 [===>..........................]

- ETA: 0s - loss: 0.2411 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3338 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.3409 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.3534 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.3529 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.3525 - acc: 0.9128


878/878 [==============================]

- 1s 642us/sample - loss: 0.3410 - acc: 0.9134



39/39 [==============================]

- 14s 352ms/step - loss: 0.1114 - acc: 0.9584 - val_loss: 0.3396 - val_acc: 0.9134


Epoch 42/200

1/39 [..............................]

- ETA: 5s - loss: 0.1446 - acc: 0.9453


2/39 [>.............................]

- ETA: 5s - loss: 0.1128 - acc: 0.9570


3/39 [=>............................]

- ETA: 6s - loss: 0.1114 - acc: 0.9583


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- ETA: 8s - loss: 0.1283 - acc: 0.9512


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- ETA: 8s - loss: 0.1127 - acc: 0.9563


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- ETA: 8s - loss: 0.1111 - acc: 0.9557


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- ETA: 8s - loss: 0.1146 - acc: 0.9542


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- ETA: 8s - loss: 0.1137 - acc: 0.9551


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- ETA: 8s - loss: 0.1108 - acc: 0.9557


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- ETA: 8s - loss: 0.1056 - acc: 0.9570


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- ETA: 8s - loss: 0.0998 - acc: 0.9602


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- ETA: 7s - loss: 0.0990 - acc: 0.9603


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- ETA: 7s - loss: 0.1078 - acc: 0.9579


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- ETA: 7s - loss: 0.1102 - acc: 0.9559


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- ETA: 7s - loss: 0.1099 - acc: 0.9563


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- ETA: 7s - loss: 0.1065 - acc: 0.9575


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- ETA: 6s - loss: 0.1039 - acc: 0.9596


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- ETA: 6s - loss: 0.1048 - acc: 0.9579


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- ETA: 6s - loss: 0.1060 - acc: 0.9572


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- ETA: 5s - loss: 0.1048 - acc: 0.9582


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- ETA: 5s - loss: 0.1057 - acc: 0.9580


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- ETA: 5s - loss: 0.1044 - acc: 0.9588


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- ETA: 4s - loss: 0.1076 - acc: 0.9572


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- ETA: 4s - loss: 0.1082 - acc: 0.9564


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- ETA: 4s - loss: 0.1116 - acc: 0.9556


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- ETA: 4s - loss: 0.1094 - acc: 0.9567


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- ETA: 3s - loss: 0.1085 - acc: 0.9575


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- ETA: 3s - loss: 0.1097 - acc: 0.9573


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- ETA: 3s - loss: 0.1106 - acc: 0.9566


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- ETA: 2s - loss: 0.1101 - acc: 0.9570


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- ETA: 2s - loss: 0.1107 - acc: 0.9569


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- ETA: 2s - loss: 0.1101 - acc: 0.9565


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- ETA: 1s - loss: 0.1103 - acc: 0.9569


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- ETA: 1s - loss: 0.1099 - acc: 0.9573


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- ETA: 1s - loss: 0.1133 - acc: 0.9558


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- ETA: 0s - loss: 0.1136 - acc: 0.9558


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- ETA: 0s - loss: 0.1141 - acc: 0.9563


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- ETA: 0s - loss: 0.1140 - acc: 0.9564

128/878 [===>..........................]

- ETA: 0s - loss: 0.3541 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.3699 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.3785 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.3722 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3687 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.3677 - acc: 0.9062


878/878 [==============================]

- 1s 647us/sample - loss: 0.3490 - acc: 0.9066



39/39 [==============================]

- 13s 332ms/step - loss: 0.1149 - acc: 0.9562 - val_loss: 0.3467 - val_acc: 0.9066


Epoch 43/200

1/39 [..............................]

- ETA: 6s - loss: 0.1029 - acc: 0.9688


2/39 [>.............................]

- ETA: 6s - loss: 0.1570 - acc: 0.9570


3/39 [=>............................]

- ETA: 6s - loss: 0.1408 - acc: 0.9557


4/39 [==>...........................]

- ETA: 7s - loss: 0.1364 - acc: 0.9609


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- ETA: 8s - loss: 0.1324 - acc: 0.9609


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- ETA: 8s - loss: 0.1240 - acc: 0.9635


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- ETA: 8s - loss: 0.1145 - acc: 0.9654


8/39 [=====>........................]

- ETA: 8s - loss: 0.1358 - acc: 0.9580


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- ETA: 8s - loss: 0.1372 - acc: 0.9566


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- ETA: 8s - loss: 0.1383 - acc: 0.9547


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- ETA: 8s - loss: 0.1345 - acc: 0.9560


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- ETA: 8s - loss: 0.1300 - acc: 0.9577


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- ETA: 8s - loss: 0.1285 - acc: 0.9591


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- ETA: 7s - loss: 0.1256 - acc: 0.9587


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- ETA: 7s - loss: 0.1268 - acc: 0.9573


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- ETA: 7s - loss: 0.1266 - acc: 0.9565


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- ETA: 7s - loss: 0.1249 - acc: 0.9573


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- ETA: 6s - loss: 0.1244 - acc: 0.9562


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- ETA: 6s - loss: 0.1237 - acc: 0.9556


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- ETA: 6s - loss: 0.1223 - acc: 0.9566


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- ETA: 5s - loss: 0.1238 - acc: 0.9554


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- ETA: 5s - loss: 0.1200 - acc: 0.9570


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- ETA: 5s - loss: 0.1192 - acc: 0.9572


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- ETA: 4s - loss: 0.1212 - acc: 0.9564


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- ETA: 4s - loss: 0.1227 - acc: 0.9550


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- ETA: 4s - loss: 0.1240 - acc: 0.9543


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- ETA: 3s - loss: 0.1243 - acc: 0.9537


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- ETA: 3s - loss: 0.1260 - acc: 0.9526


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- ETA: 3s - loss: 0.1255 - acc: 0.9531


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- ETA: 2s - loss: 0.1255 - acc: 0.9531


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- ETA: 2s - loss: 0.1240 - acc: 0.9539


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- ETA: 2s - loss: 0.1246 - acc: 0.9539


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- ETA: 1s - loss: 0.1261 - acc: 0.9534


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- ETA: 1s - loss: 0.1251 - acc: 0.9541


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- ETA: 1s - loss: 0.1246 - acc: 0.9543


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- ETA: 0s - loss: 0.1250 - acc: 0.9538


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- ETA: 0s - loss: 0.1271 - acc: 0.9531


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- ETA: 0s - loss: 0.1287 - acc: 0.9527

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- ETA: 0s - loss: 0.4005 - acc: 0.8984


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- ETA: 0s - loss: 0.4470 - acc: 0.8906


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- ETA: 0s - loss: 0.4120 - acc: 0.8932


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- ETA: 0s - loss: 0.4033 - acc: 0.9004


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- ETA: 0s - loss: 0.3961 - acc: 0.9031


768/878 [=========================>....]

- ETA: 0s - loss: 0.4076 - acc: 0.9036


878/878 [==============================]

- 1s 901us/sample - loss: 0.3933 - acc: 0.9032



39/39 [==============================]

- 14s 352ms/step - loss: 0.1281 - acc: 0.9527 - val_loss: 0.3915 - val_acc: 0.9032


Epoch 44/200

1/39 [..............................]

- ETA: 8s - loss: 0.1529 - acc: 0.9453


2/39 [>.............................]

- ETA: 7s - loss: 0.1858 - acc: 0.9336


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- ETA: 6s - loss: 0.1693 - acc: 0.9375


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- ETA: 6s - loss: 0.1436 - acc: 0.9473


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- ETA: 6s - loss: 0.1322 - acc: 0.9484


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- ETA: 7s - loss: 0.1284 - acc: 0.9492


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- ETA: 7s - loss: 0.1216 - acc: 0.9531


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- ETA: 7s - loss: 0.1177 - acc: 0.9541


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- ETA: 7s - loss: 0.1194 - acc: 0.9523


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- ETA: 7s - loss: 0.1268 - acc: 0.9500


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- ETA: 7s - loss: 0.1292 - acc: 0.9482


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- ETA: 7s - loss: 0.1252 - acc: 0.9486


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- ETA: 7s - loss: 0.1232 - acc: 0.9501


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- ETA: 7s - loss: 0.1219 - acc: 0.9509


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- ETA: 6s - loss: 0.1232 - acc: 0.9495


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- ETA: 6s - loss: 0.1212 - acc: 0.9502


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- ETA: 6s - loss: 0.1211 - acc: 0.9508


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- ETA: 6s - loss: 0.1225 - acc: 0.9518


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- ETA: 5s - loss: 0.1224 - acc: 0.9511


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- ETA: 5s - loss: 0.1220 - acc: 0.9516


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- ETA: 5s - loss: 0.1279 - acc: 0.9505


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- ETA: 5s - loss: 0.1296 - acc: 0.9496


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- ETA: 4s - loss: 0.1274 - acc: 0.9501


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- ETA: 4s - loss: 0.1290 - acc: 0.9499


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- ETA: 4s - loss: 0.1297 - acc: 0.9491


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- ETA: 3s - loss: 0.1289 - acc: 0.9498


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- ETA: 3s - loss: 0.1292 - acc: 0.9502


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- ETA: 3s - loss: 0.1290 - acc: 0.9506


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- ETA: 3s - loss: 0.1282 - acc: 0.9510


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- ETA: 2s - loss: 0.1279 - acc: 0.9513


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- ETA: 2s - loss: 0.1270 - acc: 0.9511


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- ETA: 2s - loss: 0.1252 - acc: 0.9519


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- ETA: 1s - loss: 0.1247 - acc: 0.9517


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- ETA: 1s - loss: 0.1235 - acc: 0.9527


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- ETA: 1s - loss: 0.1255 - acc: 0.9518


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- ETA: 0s - loss: 0.1261 - acc: 0.9516


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- ETA: 0s - loss: 0.1292 - acc: 0.9512


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- ETA: 0s - loss: 0.1334 - acc: 0.9498

128/878 [===>..........................]

- ETA: 0s - loss: 0.2852 - acc: 0.9375


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- ETA: 0s - loss: 0.3370 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4079 - acc: 0.8984


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- ETA: 0s - loss: 0.3976 - acc: 0.9062


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- ETA: 0s - loss: 0.4126 - acc: 0.9031


768/878 [=========================>....]

- ETA: 0s - loss: 0.4036 - acc: 0.9010


878/878 [==============================]

- 1s 611us/sample - loss: 0.3932 - acc: 0.8986



39/39 [==============================]

- 13s 324ms/step - loss: 0.1320 - acc: 0.9505 - val_loss: 0.3919 - val_acc: 0.8986


Epoch 45/200

1/39 [..............................]

- ETA: 5s - loss: 0.1284 - acc: 0.9531


2/39 [>.............................]

- ETA: 5s - loss: 0.1045 - acc: 0.9648


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- ETA: 7s - loss: 0.1005 - acc: 0.9661


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- ETA: 8s - loss: 0.0983 - acc: 0.9648


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- ETA: 8s - loss: 0.0957 - acc: 0.9641


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- ETA: 9s - loss: 0.0990 - acc: 0.9648


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- ETA: 9s - loss: 0.0951 - acc: 0.9676


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- ETA: 9s - loss: 0.0958 - acc: 0.9678


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- ETA: 9s - loss: 0.0969 - acc: 0.9679


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- ETA: 8s - loss: 0.0970 - acc: 0.9688


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- ETA: 8s - loss: 0.0995 - acc: 0.9680


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- ETA: 8s - loss: 0.0992 - acc: 0.9681


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- ETA: 8s - loss: 0.0973 - acc: 0.9675


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- ETA: 8s - loss: 0.0961 - acc: 0.9682


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- ETA: 7s - loss: 0.0982 - acc: 0.9667


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- ETA: 7s - loss: 0.1011 - acc: 0.9653


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- ETA: 7s - loss: 0.0987 - acc: 0.9660


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- ETA: 6s - loss: 0.0994 - acc: 0.9657


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- ETA: 6s - loss: 0.1016 - acc: 0.9646


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- ETA: 6s - loss: 0.1017 - acc: 0.9648


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- ETA: 5s - loss: 0.1017 - acc: 0.9650


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- ETA: 5s - loss: 0.1034 - acc: 0.9648


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- ETA: 5s - loss: 0.1024 - acc: 0.9650


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- ETA: 5s - loss: 0.1005 - acc: 0.9652


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- ETA: 4s - loss: 0.1016 - acc: 0.9641


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- ETA: 4s - loss: 0.1019 - acc: 0.9636


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- ETA: 4s - loss: 0.1034 - acc: 0.9630


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- ETA: 3s - loss: 0.1036 - acc: 0.9634


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- ETA: 3s - loss: 0.1035 - acc: 0.9628


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- ETA: 3s - loss: 0.1041 - acc: 0.9628


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- ETA: 2s - loss: 0.1040 - acc: 0.9627


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- ETA: 2s - loss: 0.1049 - acc: 0.9622


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- ETA: 2s - loss: 0.1084 - acc: 0.9605


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- ETA: 1s - loss: 0.1083 - acc: 0.9602


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- ETA: 1s - loss: 0.1086 - acc: 0.9603


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- ETA: 1s - loss: 0.1112 - acc: 0.9594


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- ETA: 0s - loss: 0.1134 - acc: 0.9582


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- ETA: 0s - loss: 0.1162 - acc: 0.9567

128/878 [===>..........................]

- ETA: 0s - loss: 0.3737 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.4121 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4024 - acc: 0.8932


512/878 [================>.............]

- ETA: 0s - loss: 0.4137 - acc: 0.9004


640/878 [====================>.........]

- ETA: 0s - loss: 0.4017 - acc: 0.8969


768/878 [=========================>....]

- ETA: 0s - loss: 0.4143 - acc: 0.8919


878/878 [==============================]

- 1s 641us/sample - loss: 0.3988 - acc: 0.8929



39/39 [==============================]

- 14s 353ms/step - loss: 0.1158 - acc: 0.9568 - val_loss: 0.3969 - val_acc: 0.8929


Epoch 46/200

1/39 [..............................]

- ETA: 5s - loss: 0.1360 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.1703 - acc: 0.9414


3/39 [=>............................]

- ETA: 6s - loss: 0.1634 - acc: 0.9375


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- ETA: 7s - loss: 0.1492 - acc: 0.9414


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- ETA: 8s - loss: 0.1443 - acc: 0.9453


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- ETA: 8s - loss: 0.1335 - acc: 0.9492


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- ETA: 8s - loss: 0.1417 - acc: 0.9453


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- ETA: 8s - loss: 0.1496 - acc: 0.9473


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- ETA: 8s - loss: 0.1478 - acc: 0.9488


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- ETA: 8s - loss: 0.1480 - acc: 0.9477


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- ETA: 7s - loss: 0.1473 - acc: 0.9467


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- ETA: 7s - loss: 0.1452 - acc: 0.9447


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- ETA: 7s - loss: 0.1459 - acc: 0.9435


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- ETA: 7s - loss: 0.1419 - acc: 0.9448


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- ETA: 7s - loss: 0.1394 - acc: 0.9453


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- ETA: 6s - loss: 0.1347 - acc: 0.9473


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- ETA: 6s - loss: 0.1324 - acc: 0.9472


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- ETA: 6s - loss: 0.1318 - acc: 0.9470


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- ETA: 6s - loss: 0.1289 - acc: 0.9482


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- ETA: 5s - loss: 0.1284 - acc: 0.9488


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- ETA: 5s - loss: 0.1289 - acc: 0.9494


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- ETA: 5s - loss: 0.1333 - acc: 0.9489


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- ETA: 4s - loss: 0.1316 - acc: 0.9501


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- ETA: 4s - loss: 0.1339 - acc: 0.9502


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- ETA: 4s - loss: 0.1311 - acc: 0.9513


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- ETA: 3s - loss: 0.1296 - acc: 0.9519


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- ETA: 3s - loss: 0.1309 - acc: 0.9517


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- ETA: 3s - loss: 0.1313 - acc: 0.9515


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- ETA: 3s - loss: 0.1316 - acc: 0.9510


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- ETA: 2s - loss: 0.1303 - acc: 0.9518


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- ETA: 2s - loss: 0.1286 - acc: 0.9524


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- ETA: 2s - loss: 0.1278 - acc: 0.9529


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- ETA: 1s - loss: 0.1300 - acc: 0.9517


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- ETA: 1s - loss: 0.1310 - acc: 0.9515


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- ETA: 1s - loss: 0.1295 - acc: 0.9518


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- ETA: 0s - loss: 0.1309 - acc: 0.9512


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- ETA: 0s - loss: 0.1331 - acc: 0.9506


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- ETA: 0s - loss: 0.1320 - acc: 0.9513

128/878 [===>..........................]

- ETA: 0s - loss: 0.2538 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3200 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3289 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.3548 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.3595 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.3686 - acc: 0.9102


878/878 [==============================]

- 1s 702us/sample - loss: 0.3505 - acc: 0.9112



39/39 [==============================]

- 13s 332ms/step - loss: 0.1326 - acc: 0.9513 - val_loss: 0.3482 - val_acc: 0.9112


Epoch 47/200

1/39 [..............................]

- ETA: 8s - loss: 0.1233 - acc: 0.9531


2/39 [>.............................]

- ETA: 7s - loss: 0.0968 - acc: 0.9648


3/39 [=>............................]

- ETA: 6s - loss: 0.1140 - acc: 0.9661


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- ETA: 8s - loss: 0.1164 - acc: 0.9668


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- ETA: 8s - loss: 0.1090 - acc: 0.9688


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- ETA: 9s - loss: 0.1003 - acc: 0.9701


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- ETA: 9s - loss: 0.0979 - acc: 0.9699


8/39 [=====>........................]

- ETA: 9s - loss: 0.0951 - acc: 0.9707


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- ETA: 9s - loss: 0.0992 - acc: 0.9688


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- ETA: 8s - loss: 0.0981 - acc: 0.9695


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- ETA: 8s - loss: 0.0942 - acc: 0.9702


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- ETA: 8s - loss: 0.0924 - acc: 0.9714


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- ETA: 8s - loss: 0.0908 - acc: 0.9724


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- ETA: 8s - loss: 0.0939 - acc: 0.9715


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- ETA: 7s - loss: 0.0975 - acc: 0.9677


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- ETA: 7s - loss: 0.0962 - acc: 0.9688


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- ETA: 7s - loss: 0.0995 - acc: 0.9678


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- ETA: 6s - loss: 0.1000 - acc: 0.9666


19/39 [=============>................]

- ETA: 6s - loss: 0.0994 - acc: 0.9671


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- ETA: 6s - loss: 0.0972 - acc: 0.9676


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- ETA: 5s - loss: 0.0948 - acc: 0.9688


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- ETA: 5s - loss: 0.0990 - acc: 0.9666


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- ETA: 5s - loss: 0.0995 - acc: 0.9667


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- ETA: 4s - loss: 0.1007 - acc: 0.9661


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- ETA: 4s - loss: 0.1001 - acc: 0.9659


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- ETA: 4s - loss: 0.1024 - acc: 0.9654


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- ETA: 4s - loss: 0.1030 - acc: 0.9650


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- ETA: 3s - loss: 0.1016 - acc: 0.9654


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- ETA: 3s - loss: 0.1020 - acc: 0.9655


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- ETA: 3s - loss: 0.1030 - acc: 0.9646


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- ETA: 2s - loss: 0.1040 - acc: 0.9642


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- ETA: 2s - loss: 0.1043 - acc: 0.9636


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- ETA: 2s - loss: 0.1056 - acc: 0.9628


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- ETA: 1s - loss: 0.1059 - acc: 0.9625


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- ETA: 1s - loss: 0.1056 - acc: 0.9627


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- ETA: 1s - loss: 0.1051 - acc: 0.9627


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- ETA: 0s - loss: 0.1054 - acc: 0.9625


38/39 [============================>.]

- ETA: 0s - loss: 0.1039 - acc: 0.9628

128/878 [===>..........................]

- ETA: 0s - loss: 0.3167 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3820 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4150 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.4068 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3861 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.3717 - acc: 0.9154


878/878 [==============================]

- 1s 634us/sample - loss: 0.3527 - acc: 0.9157



39/39 [==============================]

- 14s 355ms/step - loss: 0.1029 - acc: 0.9632 - val_loss: 0.3504 - val_acc: 0.9157


Epoch 48/200

1/39 [..............................]

- ETA: 5s - loss: 0.0531 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0769 - acc: 0.9727


3/39 [=>............................]

- ETA: 5s - loss: 0.0633 - acc: 0.9792


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- ETA: 6s - loss: 0.0802 - acc: 0.9707


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- ETA: 7s - loss: 0.0812 - acc: 0.9703


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- ETA: 7s - loss: 0.0748 - acc: 0.9740


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- ETA: 8s - loss: 0.0854 - acc: 0.9665


8/39 [=====>........................]

- ETA: 8s - loss: 0.0911 - acc: 0.9648


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- ETA: 8s - loss: 0.0841 - acc: 0.9688


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- ETA: 7s - loss: 0.0830 - acc: 0.9688


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- ETA: 7s - loss: 0.0867 - acc: 0.9676


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- ETA: 7s - loss: 0.0858 - acc: 0.9684


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- ETA: 7s - loss: 0.0897 - acc: 0.9672


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- ETA: 7s - loss: 0.0897 - acc: 0.9679


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- ETA: 6s - loss: 0.0878 - acc: 0.9679


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- ETA: 6s - loss: 0.0862 - acc: 0.9680


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- ETA: 6s - loss: 0.0854 - acc: 0.9680


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- ETA: 6s - loss: 0.0851 - acc: 0.9681


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- ETA: 5s - loss: 0.0845 - acc: 0.9685


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- ETA: 5s - loss: 0.0841 - acc: 0.9685


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- ETA: 5s - loss: 0.0838 - acc: 0.9685


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- ETA: 5s - loss: 0.0821 - acc: 0.9696


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- ETA: 4s - loss: 0.0804 - acc: 0.9706


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- ETA: 4s - loss: 0.0791 - acc: 0.9705


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- ETA: 4s - loss: 0.0795 - acc: 0.9704


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- ETA: 3s - loss: 0.0803 - acc: 0.9698


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- ETA: 3s - loss: 0.0804 - acc: 0.9697


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- ETA: 3s - loss: 0.0807 - acc: 0.9689


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- ETA: 3s - loss: 0.0820 - acc: 0.9683


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- ETA: 2s - loss: 0.0829 - acc: 0.9678


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- ETA: 2s - loss: 0.0865 - acc: 0.9661


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- ETA: 2s - loss: 0.0886 - acc: 0.9652


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- ETA: 1s - loss: 0.0869 - acc: 0.9660


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- ETA: 1s - loss: 0.0862 - acc: 0.9663


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- ETA: 1s - loss: 0.0867 - acc: 0.9668


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- ETA: 0s - loss: 0.0904 - acc: 0.9656


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- ETA: 0s - loss: 0.0936 - acc: 0.9642


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- ETA: 0s - loss: 0.0932 - acc: 0.9647

128/878 [===>..........................]

- ETA: 0s - loss: 0.4570 - acc: 0.9219


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- ETA: 0s - loss: 0.4768 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.5535 - acc: 0.8880


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- ETA: 0s - loss: 0.5342 - acc: 0.8906


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- ETA: 0s - loss: 0.4885 - acc: 0.8969


768/878 [=========================>....]

- ETA: 0s - loss: 0.4691 - acc: 0.8971


878/878 [==============================]

- 1s 621us/sample - loss: 0.4454 - acc: 0.8975



39/39 [==============================]

- 13s 330ms/step - loss: 0.0945 - acc: 0.9648 - val_loss: 0.4425 - val_acc: 0.8975


Epoch 49/200

1/39 [..............................]

- ETA: 7s - loss: 0.0829 - acc: 0.9453


2/39 [>.............................]

- ETA: 7s - loss: 0.1213 - acc: 0.9453


3/39 [=>............................]

- ETA: 7s - loss: 0.1275 - acc: 0.9427


4/39 [==>...........................]

- ETA: 8s - loss: 0.1185 - acc: 0.9492


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- ETA: 8s - loss: 0.1277 - acc: 0.9453


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- ETA: 9s - loss: 0.1301 - acc: 0.9453


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- ETA: 9s - loss: 0.1239 - acc: 0.9475


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- ETA: 9s - loss: 0.1221 - acc: 0.9483


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- ETA: 9s - loss: 0.1264 - acc: 0.9453


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- ETA: 9s - loss: 0.1256 - acc: 0.9477


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- ETA: 8s - loss: 0.1229 - acc: 0.9496


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- ETA: 8s - loss: 0.1240 - acc: 0.9492


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- ETA: 8s - loss: 0.1226 - acc: 0.9495


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- ETA: 8s - loss: 0.1306 - acc: 0.9459


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- ETA: 7s - loss: 0.1280 - acc: 0.9458


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- ETA: 7s - loss: 0.1255 - acc: 0.9463


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- ETA: 7s - loss: 0.1217 - acc: 0.9481


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- ETA: 7s - loss: 0.1203 - acc: 0.9484


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- ETA: 6s - loss: 0.1199 - acc: 0.9486


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- ETA: 6s - loss: 0.1205 - acc: 0.9492


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- ETA: 6s - loss: 0.1198 - acc: 0.9502


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- ETA: 5s - loss: 0.1181 - acc: 0.9510


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- ETA: 5s - loss: 0.1174 - acc: 0.9508


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- ETA: 5s - loss: 0.1149 - acc: 0.9525


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- ETA: 4s - loss: 0.1171 - acc: 0.9516


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- ETA: 4s - loss: 0.1152 - acc: 0.9529


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- ETA: 4s - loss: 0.1136 - acc: 0.9537


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- ETA: 3s - loss: 0.1124 - acc: 0.9546


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- ETA: 3s - loss: 0.1108 - acc: 0.9556


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- ETA: 3s - loss: 0.1098 - acc: 0.9560


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- ETA: 2s - loss: 0.1120 - acc: 0.9552


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- ETA: 2s - loss: 0.1111 - acc: 0.9556


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- ETA: 2s - loss: 0.1107 - acc: 0.9567


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- ETA: 1s - loss: 0.1110 - acc: 0.9562


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- ETA: 1s - loss: 0.1116 - acc: 0.9561


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- ETA: 1s - loss: 0.1102 - acc: 0.9566


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- ETA: 0s - loss: 0.1089 - acc: 0.9570


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- ETA: 0s - loss: 0.1082 - acc: 0.9573

128/878 [===>..........................]

- ETA: 0s - loss: 0.3648 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4085 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4646 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.4604 - acc: 0.9023


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- ETA: 0s - loss: 0.4720 - acc: 0.9062


768/878 [=========================>....]

- ETA: 0s - loss: 0.4681 - acc: 0.9010


878/878 [==============================]

- 1s 661us/sample - loss: 0.4406 - acc: 0.9032



39/39 [==============================]

- 14s 361ms/step - loss: 0.1076 - acc: 0.9574 - val_loss: 0.4372 - val_acc: 0.9032


Epoch 50/200

1/39 [..............................]

- ETA: 5s - loss: 0.1076 - acc: 0.9375


2/39 [>.............................]

- ETA: 5s - loss: 0.1081 - acc: 0.9414


3/39 [=>............................]

- ETA: 7s - loss: 0.1036 - acc: 0.9505


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- ETA: 8s - loss: 0.0842 - acc: 0.9609


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- ETA: 8s - loss: 0.0798 - acc: 0.9641


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- ETA: 8s - loss: 0.1190 - acc: 0.9544


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- ETA: 8s - loss: 0.1180 - acc: 0.9565


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- ETA: 8s - loss: 0.1137 - acc: 0.9580


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- ETA: 8s - loss: 0.1141 - acc: 0.9557


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- ETA: 8s - loss: 0.1110 - acc: 0.9578


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- ETA: 8s - loss: 0.1058 - acc: 0.9588


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- ETA: 8s - loss: 0.1064 - acc: 0.9596


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- ETA: 7s - loss: 0.1087 - acc: 0.9585


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- ETA: 7s - loss: 0.1070 - acc: 0.9581


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- ETA: 7s - loss: 0.1141 - acc: 0.9552


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- ETA: 7s - loss: 0.1164 - acc: 0.9551


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- ETA: 6s - loss: 0.1171 - acc: 0.9554


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- ETA: 6s - loss: 0.1197 - acc: 0.9557


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- ETA: 6s - loss: 0.1193 - acc: 0.9560


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- ETA: 5s - loss: 0.1160 - acc: 0.9574


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- ETA: 5s - loss: 0.1189 - acc: 0.9565


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- ETA: 5s - loss: 0.1229 - acc: 0.9553


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- ETA: 5s - loss: 0.1207 - acc: 0.9565


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- ETA: 4s - loss: 0.1218 - acc: 0.9564


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- ETA: 4s - loss: 0.1215 - acc: 0.9572


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- ETA: 4s - loss: 0.1213 - acc: 0.9573


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- ETA: 3s - loss: 0.1214 - acc: 0.9575


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- ETA: 3s - loss: 0.1191 - acc: 0.9582


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- ETA: 3s - loss: 0.1206 - acc: 0.9572


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- ETA: 2s - loss: 0.1189 - acc: 0.9576


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- ETA: 2s - loss: 0.1177 - acc: 0.9582


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- ETA: 2s - loss: 0.1162 - acc: 0.9588


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- ETA: 1s - loss: 0.1153 - acc: 0.9596


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- ETA: 1s - loss: 0.1164 - acc: 0.9592


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- ETA: 1s - loss: 0.1154 - acc: 0.9597


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- ETA: 0s - loss: 0.1144 - acc: 0.9601


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- ETA: 0s - loss: 0.1137 - acc: 0.9606


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- ETA: 0s - loss: 0.1134 - acc: 0.9602

128/878 [===>..........................]

- ETA: 0s - loss: 0.3340 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3201 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.3342 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.3362 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3370 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.3332 - acc: 0.9115


878/878 [==============================]

- 1s 611us/sample - loss: 0.3205 - acc: 0.9146



39/39 [==============================]

- 13s 334ms/step - loss: 0.1138 - acc: 0.9594 - val_loss: 0.3189 - val_acc: 0.9146


Epoch 51/200

1/39 [..............................]

- ETA: 8s - loss: 0.0880 - acc: 0.9688


2/39 [>.............................]

- ETA: 8s - loss: 0.0927 - acc: 0.9648


3/39 [=>............................]

- ETA: 7s - loss: 0.1028 - acc: 0.9583


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- ETA: 8s - loss: 0.1097 - acc: 0.9590


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- ETA: 8s - loss: 0.1105 - acc: 0.9563


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- ETA: 8s - loss: 0.1003 - acc: 0.9583


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- ETA: 8s - loss: 0.0978 - acc: 0.9587


8/39 [=====>........................]

- ETA: 8s - loss: 0.0966 - acc: 0.9590


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- ETA: 8s - loss: 0.0909 - acc: 0.9627


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- ETA: 8s - loss: 0.0927 - acc: 0.9594


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- ETA: 8s - loss: 0.1002 - acc: 0.9560


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- ETA: 8s - loss: 0.1000 - acc: 0.9564


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- ETA: 7s - loss: 0.1029 - acc: 0.9555


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- ETA: 7s - loss: 0.0982 - acc: 0.9577


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- ETA: 7s - loss: 0.0940 - acc: 0.9595


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- ETA: 7s - loss: 0.0932 - acc: 0.9606


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- ETA: 6s - loss: 0.0977 - acc: 0.9592


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- ETA: 6s - loss: 0.0972 - acc: 0.9602


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- ETA: 6s - loss: 0.0957 - acc: 0.9610


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- ETA: 6s - loss: 0.0950 - acc: 0.9614


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- ETA: 5s - loss: 0.0970 - acc: 0.9603


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- ETA: 5s - loss: 0.0970 - acc: 0.9600


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- ETA: 5s - loss: 0.0948 - acc: 0.9614


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- ETA: 4s - loss: 0.0975 - acc: 0.9604


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- ETA: 4s - loss: 0.0979 - acc: 0.9604


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- ETA: 4s - loss: 0.0977 - acc: 0.9610


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- ETA: 3s - loss: 0.0961 - acc: 0.9619


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- ETA: 3s - loss: 0.0975 - acc: 0.9621


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- ETA: 3s - loss: 0.0999 - acc: 0.9615


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- ETA: 2s - loss: 0.0980 - acc: 0.9623


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- ETA: 2s - loss: 0.0980 - acc: 0.9628


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- ETA: 2s - loss: 0.1005 - acc: 0.9620


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- ETA: 1s - loss: 0.0994 - acc: 0.9624


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- ETA: 1s - loss: 0.0981 - acc: 0.9628


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- ETA: 1s - loss: 0.0981 - acc: 0.9632


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- ETA: 0s - loss: 0.0981 - acc: 0.9630


37/39 [===========================>..]

- ETA: 0s - loss: 0.0988 - acc: 0.9627


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- ETA: 0s - loss: 0.0987 - acc: 0.9626

128/878 [===>..........................]

- ETA: 0s - loss: 0.2317 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3041 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3630 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.3696 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.3758 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.3751 - acc: 0.9167


878/878 [==============================]

- 1s 615us/sample - loss: 0.3574 - acc: 0.9169



39/39 [==============================]

- 13s 345ms/step - loss: 0.0975 - acc: 0.9634 - val_loss: 0.3552 - val_acc: 0.9169


Epoch 52/200

1/39 [..............................]

- ETA: 5s - loss: 0.0690 - acc: 0.9609


2/39 [>.............................]

- ETA: 6s - loss: 0.0960 - acc: 0.9570


3/39 [=>............................]

- ETA: 6s - loss: 0.0802 - acc: 0.9661


4/39 [==>...........................]

- ETA: 7s - loss: 0.0859 - acc: 0.9688


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- ETA: 8s - loss: 0.0881 - acc: 0.9703


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- ETA: 8s - loss: 0.0839 - acc: 0.9714


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- ETA: 8s - loss: 0.0807 - acc: 0.9721


8/39 [=====>........................]

- ETA: 8s - loss: 0.0906 - acc: 0.9688


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- ETA: 8s - loss: 0.0897 - acc: 0.9696


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- ETA: 8s - loss: 0.0882 - acc: 0.9691


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- ETA: 8s - loss: 0.0831 - acc: 0.9705


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- ETA: 7s - loss: 0.0807 - acc: 0.9710


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- ETA: 7s - loss: 0.0812 - acc: 0.9708


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- ETA: 7s - loss: 0.0802 - acc: 0.9712


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- ETA: 7s - loss: 0.0780 - acc: 0.9721


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- ETA: 7s - loss: 0.0765 - acc: 0.9729


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- ETA: 6s - loss: 0.0743 - acc: 0.9740


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- ETA: 6s - loss: 0.0760 - acc: 0.9729


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- ETA: 6s - loss: 0.0776 - acc: 0.9726


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- ETA: 6s - loss: 0.0771 - acc: 0.9725


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- ETA: 5s - loss: 0.0774 - acc: 0.9726


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- ETA: 5s - loss: 0.0802 - acc: 0.9718


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- ETA: 5s - loss: 0.0798 - acc: 0.9720


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- ETA: 4s - loss: 0.0841 - acc: 0.9699


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- ETA: 4s - loss: 0.0845 - acc: 0.9698


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- ETA: 4s - loss: 0.0904 - acc: 0.9683


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- ETA: 3s - loss: 0.0914 - acc: 0.9686


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- ETA: 3s - loss: 0.0926 - acc: 0.9675


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- ETA: 3s - loss: 0.0937 - acc: 0.9670


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- ETA: 2s - loss: 0.0940 - acc: 0.9665


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- ETA: 2s - loss: 0.0954 - acc: 0.9658


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- ETA: 2s - loss: 0.0963 - acc: 0.9652


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- ETA: 1s - loss: 0.0978 - acc: 0.9646


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- ETA: 1s - loss: 0.0977 - acc: 0.9645


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- ETA: 1s - loss: 0.0987 - acc: 0.9641


36/39 [==========================>...]

- ETA: 0s - loss: 0.0988 - acc: 0.9643


37/39 [===========================>..]

- ETA: 0s - loss: 0.1002 - acc: 0.9635


38/39 [============================>.]

- ETA: 0s - loss: 0.0993 - acc: 0.9639

128/878 [===>..........................]

- ETA: 0s - loss: 0.2802 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3712 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4052 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4201 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.4152 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.4134 - acc: 0.9049


878/878 [==============================]

- 1s 612us/sample - loss: 0.3951 - acc: 0.9089



39/39 [==============================]

- 13s 342ms/step - loss: 0.0997 - acc: 0.9636 - val_loss: 0.3929 - val_acc: 0.9089


Epoch 53/200

1/39 [..............................]

- ETA: 5s - loss: 0.0543 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.1015 - acc: 0.9570


3/39 [=>............................]

- ETA: 7s - loss: 0.0992 - acc: 0.9635


4/39 [==>...........................]

- ETA: 8s - loss: 0.1164 - acc: 0.9570


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- ETA: 8s - loss: 0.1046 - acc: 0.9609


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- ETA: 9s - loss: 0.1034 - acc: 0.9596


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- ETA: 9s - loss: 0.0970 - acc: 0.9632


8/39 [=====>........................]

- ETA: 9s - loss: 0.0936 - acc: 0.9639


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- ETA: 9s - loss: 0.0937 - acc: 0.9653


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- ETA: 8s - loss: 0.0977 - acc: 0.9625


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- ETA: 8s - loss: 0.0993 - acc: 0.9616


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- ETA: 8s - loss: 0.1000 - acc: 0.9616


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- ETA: 8s - loss: 0.1001 - acc: 0.9615


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- ETA: 7s - loss: 0.0976 - acc: 0.9621


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- ETA: 7s - loss: 0.0936 - acc: 0.9641


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- ETA: 7s - loss: 0.0973 - acc: 0.9639


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- ETA: 7s - loss: 0.0947 - acc: 0.9651


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- ETA: 6s - loss: 0.0964 - acc: 0.9644


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- ETA: 6s - loss: 0.0969 - acc: 0.9638


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- ETA: 6s - loss: 0.0935 - acc: 0.9654


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- ETA: 5s - loss: 0.0936 - acc: 0.9652


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- ETA: 5s - loss: 0.0935 - acc: 0.9646


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- ETA: 5s - loss: 0.0915 - acc: 0.9655


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- ETA: 4s - loss: 0.0900 - acc: 0.9663


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- ETA: 4s - loss: 0.0913 - acc: 0.9654


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- ETA: 4s - loss: 0.0927 - acc: 0.9652


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- ETA: 3s - loss: 0.0933 - acc: 0.9654


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- ETA: 3s - loss: 0.0935 - acc: 0.9652


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- ETA: 3s - loss: 0.0957 - acc: 0.9637


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- ETA: 2s - loss: 0.0968 - acc: 0.9628


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- ETA: 2s - loss: 0.0966 - acc: 0.9633


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- ETA: 2s - loss: 0.0952 - acc: 0.9639


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- ETA: 1s - loss: 0.0941 - acc: 0.9641


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- ETA: 1s - loss: 0.0937 - acc: 0.9642


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- ETA: 1s - loss: 0.0953 - acc: 0.9637


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- ETA: 0s - loss: 0.0963 - acc: 0.9625


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- ETA: 0s - loss: 0.0951 - acc: 0.9629


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- ETA: 0s - loss: 0.0936 - acc: 0.9633

128/878 [===>..........................]

- ETA: 0s - loss: 0.2854 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3641 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4116 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4031 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4088 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.3967 - acc: 0.9193


878/878 [==============================]

- 1s 603us/sample - loss: 0.3759 - acc: 0.9191



39/39 [==============================]

- 14s 348ms/step - loss: 0.0932 - acc: 0.9632 - val_loss: 0.3733 - val_acc: 0.9191


Epoch 54/200

1/39 [..............................]

- ETA: 5s - loss: 0.0561 - acc: 0.9688


2/39 [>.............................]

- ETA: 5s - loss: 0.0465 - acc: 0.9805


3/39 [=>............................]

- ETA: 6s - loss: 0.0795 - acc: 0.9635


4/39 [==>...........................]

- ETA: 7s - loss: 0.0824 - acc: 0.9629


5/39 [==>...........................]

- ETA: 8s - loss: 0.0767 - acc: 0.9672


6/39 [===>..........................]

- ETA: 8s - loss: 0.0901 - acc: 0.9609


7/39 [====>.........................]

- ETA: 8s - loss: 0.0810 - acc: 0.9654


8/39 [=====>........................]

- ETA: 8s - loss: 0.0899 - acc: 0.9648


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- ETA: 8s - loss: 0.1041 - acc: 0.9609


10/39 [======>.......................]

- ETA: 8s - loss: 0.1040 - acc: 0.9625


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- ETA: 8s - loss: 0.1117 - acc: 0.9616


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- ETA: 7s - loss: 0.1070 - acc: 0.9635


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- ETA: 7s - loss: 0.1098 - acc: 0.9609


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- ETA: 7s - loss: 0.1068 - acc: 0.9621


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- ETA: 7s - loss: 0.1057 - acc: 0.9620


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- ETA: 6s - loss: 0.1059 - acc: 0.9609


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- ETA: 6s - loss: 0.1068 - acc: 0.9609


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- ETA: 6s - loss: 0.1038 - acc: 0.9622


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- ETA: 6s - loss: 0.1039 - acc: 0.9601


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- ETA: 5s - loss: 0.1026 - acc: 0.9609


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- ETA: 5s - loss: 0.1057 - acc: 0.9598


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- ETA: 5s - loss: 0.1049 - acc: 0.9602


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- ETA: 4s - loss: 0.1045 - acc: 0.9600


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- ETA: 4s - loss: 0.1049 - acc: 0.9597


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- ETA: 4s - loss: 0.1059 - acc: 0.9588


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- ETA: 4s - loss: 0.1077 - acc: 0.9592


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- ETA: 3s - loss: 0.1079 - acc: 0.9593


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- ETA: 3s - loss: 0.1080 - acc: 0.9593


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- ETA: 3s - loss: 0.1076 - acc: 0.9588


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- ETA: 2s - loss: 0.1076 - acc: 0.9586


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- ETA: 2s - loss: 0.1087 - acc: 0.9587


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- ETA: 2s - loss: 0.1076 - acc: 0.9590


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- ETA: 1s - loss: 0.1087 - acc: 0.9586


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- ETA: 1s - loss: 0.1085 - acc: 0.9585


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- ETA: 1s - loss: 0.1101 - acc: 0.9583


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- ETA: 0s - loss: 0.1080 - acc: 0.9593


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- ETA: 0s - loss: 0.1080 - acc: 0.9593


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- ETA: 0s - loss: 0.1085 - acc: 0.9593

128/878 [===>..........................]

- ETA: 0s - loss: 0.2975 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3758 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.4633 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.4410 - acc: 0.9023


640/878 [====================>.........]

- ETA: 0s - loss: 0.4194 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.4102 - acc: 0.9049


878/878 [==============================]

- 1s 609us/sample - loss: 0.3904 - acc: 0.9077



39/39 [==============================]

- 13s 333ms/step - loss: 0.1104 - acc: 0.9584 - val_loss: 0.3879 - val_acc: 0.9077


Epoch 55/200

1/39 [..............................]

- ETA: 5s - loss: 0.1544 - acc: 0.9375


2/39 [>.............................]

- ETA: 5s - loss: 0.1311 - acc: 0.9453


3/39 [=>............................]

- ETA: 7s - loss: 0.1032 - acc: 0.9609


4/39 [==>...........................]

- ETA: 8s - loss: 0.1017 - acc: 0.9609


5/39 [==>...........................]

- ETA: 8s - loss: 0.0962 - acc: 0.9656


6/39 [===>..........................]

- ETA: 8s - loss: 0.0910 - acc: 0.9688


7/39 [====>.........................]

- ETA: 9s - loss: 0.0892 - acc: 0.9699


8/39 [=====>........................]

- ETA: 9s - loss: 0.0962 - acc: 0.9678


9/39 [=====>........................]

- ETA: 8s - loss: 0.1004 - acc: 0.9644


10/39 [======>.......................]

- ETA: 8s - loss: 0.1028 - acc: 0.9648


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- ETA: 8s - loss: 0.1079 - acc: 0.9624


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- ETA: 8s - loss: 0.1031 - acc: 0.9642


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- ETA: 8s - loss: 0.1043 - acc: 0.9639


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- ETA: 7s - loss: 0.1027 - acc: 0.9637


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- ETA: 7s - loss: 0.1078 - acc: 0.9620


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- ETA: 7s - loss: 0.1086 - acc: 0.9609


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- ETA: 7s - loss: 0.1084 - acc: 0.9600


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- ETA: 6s - loss: 0.1066 - acc: 0.9609


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- ETA: 6s - loss: 0.1068 - acc: 0.9605


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- ETA: 6s - loss: 0.1064 - acc: 0.9605


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- ETA: 5s - loss: 0.1084 - acc: 0.9602


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- ETA: 5s - loss: 0.1065 - acc: 0.9616


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- ETA: 5s - loss: 0.1051 - acc: 0.9620


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- ETA: 4s - loss: 0.1066 - acc: 0.9616


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- ETA: 4s - loss: 0.1073 - acc: 0.9616


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- ETA: 4s - loss: 0.1087 - acc: 0.9615


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- ETA: 4s - loss: 0.1068 - acc: 0.9624


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- ETA: 3s - loss: 0.1079 - acc: 0.9623


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- ETA: 3s - loss: 0.1088 - acc: 0.9626


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- ETA: 3s - loss: 0.1087 - acc: 0.9625


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- ETA: 2s - loss: 0.1083 - acc: 0.9624


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- ETA: 2s - loss: 0.1071 - acc: 0.9631


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- ETA: 2s - loss: 0.1083 - acc: 0.9628


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- ETA: 1s - loss: 0.1111 - acc: 0.9616


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- ETA: 1s - loss: 0.1097 - acc: 0.9623


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- ETA: 1s - loss: 0.1085 - acc: 0.9625


37/39 [===========================>..]

- ETA: 0s - loss: 0.1078 - acc: 0.9631


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- ETA: 0s - loss: 0.1093 - acc: 0.9631

128/878 [===>..........................]

- ETA: 0s - loss: 0.2557 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3393 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4169 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.4159 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.4156 - acc: 0.9062


768/878 [=========================>....]

- ETA: 0s - loss: 0.4059 - acc: 0.9089


878/878 [==============================]

- 1s 605us/sample - loss: 0.3817 - acc: 0.9123



39/39 [==============================]

- 14s 349ms/step - loss: 0.1129 - acc: 0.9614 - val_loss: 0.3788 - val_acc: 0.9123


Epoch 56/200

1/39 [..............................]

- ETA: 5s - loss: 0.1055 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.1046 - acc: 0.9531


3/39 [=>............................]

- ETA: 6s - loss: 0.1184 - acc: 0.9557


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- ETA: 7s - loss: 0.1158 - acc: 0.9570


5/39 [==>...........................]

- ETA: 8s - loss: 0.1613 - acc: 0.9531


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- ETA: 8s - loss: 0.1745 - acc: 0.9479


7/39 [====>.........................]

- ETA: 8s - loss: 0.1561 - acc: 0.9544


8/39 [=====>........................]

- ETA: 8s - loss: 0.1493 - acc: 0.9542


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- ETA: 8s - loss: 0.1484 - acc: 0.9532


10/39 [======>.......................]

- ETA: 8s - loss: 0.1446 - acc: 0.9540


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- ETA: 7s - loss: 0.1382 - acc: 0.9561


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- ETA: 7s - loss: 0.1361 - acc: 0.9565


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- ETA: 7s - loss: 0.1300 - acc: 0.9574


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- ETA: 7s - loss: 0.1320 - acc: 0.9566


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- ETA: 7s - loss: 0.1291 - acc: 0.9574


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- ETA: 6s - loss: 0.1261 - acc: 0.9581


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- ETA: 6s - loss: 0.1227 - acc: 0.9592


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- ETA: 6s - loss: 0.1198 - acc: 0.9597


19/39 [=============>................]

- ETA: 6s - loss: 0.1179 - acc: 0.9602


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- ETA: 5s - loss: 0.1200 - acc: 0.9579


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- ETA: 5s - loss: 0.1195 - acc: 0.9588


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- ETA: 5s - loss: 0.1176 - acc: 0.9596


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- ETA: 4s - loss: 0.1151 - acc: 0.9600


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- ETA: 4s - loss: 0.1133 - acc: 0.9607


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- ETA: 4s - loss: 0.1161 - acc: 0.9585


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- ETA: 4s - loss: 0.1135 - acc: 0.9592


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- ETA: 3s - loss: 0.1119 - acc: 0.9596


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- ETA: 3s - loss: 0.1120 - acc: 0.9599


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- ETA: 3s - loss: 0.1107 - acc: 0.9602


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- ETA: 2s - loss: 0.1094 - acc: 0.9605


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- ETA: 2s - loss: 0.1087 - acc: 0.9605


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- ETA: 2s - loss: 0.1071 - acc: 0.9615


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- ETA: 1s - loss: 0.1088 - acc: 0.9615


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- ETA: 1s - loss: 0.1081 - acc: 0.9617


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- ETA: 1s - loss: 0.1061 - acc: 0.9626


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- ETA: 0s - loss: 0.1058 - acc: 0.9625


37/39 [===========================>..]

- ETA: 0s - loss: 0.1043 - acc: 0.9631


38/39 [============================>.]

- ETA: 0s - loss: 0.1041 - acc: 0.9628

128/878 [===>..........................]

- ETA: 0s - loss: 0.2198 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3184 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3533 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.3634 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.3623 - acc: 0.9203


768/878 [=========================>....]

- ETA: 0s - loss: 0.3631 - acc: 0.9193


878/878 [==============================]

- 1s 613us/sample - loss: 0.3395 - acc: 0.9214



39/39 [==============================]

- 13s 330ms/step - loss: 0.1037 - acc: 0.9630 - val_loss: 0.3366 - val_acc: 0.9214


Epoch 57/200

1/39 [..............................]

- ETA: 5s - loss: 0.0806 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.0680 - acc: 0.9688


3/39 [=>............................]

- ETA: 7s - loss: 0.0644 - acc: 0.9740


4/39 [==>...........................]

- ETA: 8s - loss: 0.0848 - acc: 0.9727


5/39 [==>...........................]

- ETA: 8s - loss: 0.0875 - acc: 0.9750


6/39 [===>..........................]

- ETA: 9s - loss: 0.0852 - acc: 0.9740


7/39 [====>.........................]

- ETA: 9s - loss: 0.0860 - acc: 0.9710


8/39 [=====>........................]

- ETA: 9s - loss: 0.0819 - acc: 0.9736


9/39 [=====>........................]

- ETA: 8s - loss: 0.0816 - acc: 0.9731


10/39 [======>.......................]

- ETA: 8s - loss: 0.0765 - acc: 0.9758


11/39 [=======>......................]

- ETA: 8s - loss: 0.0811 - acc: 0.9744


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- ETA: 8s - loss: 0.0795 - acc: 0.9746


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- ETA: 8s - loss: 0.0779 - acc: 0.9754


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- ETA: 7s - loss: 0.0775 - acc: 0.9760


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- ETA: 7s - loss: 0.0773 - acc: 0.9760


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- ETA: 7s - loss: 0.0799 - acc: 0.9741


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- ETA: 7s - loss: 0.0798 - acc: 0.9738


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- ETA: 6s - loss: 0.0787 - acc: 0.9735


19/39 [=============>................]

- ETA: 6s - loss: 0.0779 - acc: 0.9741


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- ETA: 6s - loss: 0.0764 - acc: 0.9750


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- ETA: 5s - loss: 0.0771 - acc: 0.9747


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- ETA: 5s - loss: 0.0818 - acc: 0.9727


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- ETA: 5s - loss: 0.0813 - acc: 0.9735


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- ETA: 4s - loss: 0.0793 - acc: 0.9746


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- ETA: 4s - loss: 0.0789 - acc: 0.9747


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- ETA: 4s - loss: 0.0802 - acc: 0.9737


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- ETA: 3s - loss: 0.0800 - acc: 0.9732


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- ETA: 3s - loss: 0.0794 - acc: 0.9734


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- ETA: 3s - loss: 0.0801 - acc: 0.9729


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- ETA: 2s - loss: 0.0792 - acc: 0.9733


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- ETA: 2s - loss: 0.0793 - acc: 0.9729


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- ETA: 2s - loss: 0.0780 - acc: 0.9733


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- ETA: 1s - loss: 0.0785 - acc: 0.9727


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- ETA: 1s - loss: 0.0802 - acc: 0.9718


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- ETA: 1s - loss: 0.0813 - acc: 0.9711


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- ETA: 1s - loss: 0.0800 - acc: 0.9715


37/39 [===========================>..]

- ETA: 0s - loss: 0.0802 - acc: 0.9714


38/39 [============================>.]

- ETA: 0s - loss: 0.0804 - acc: 0.9709

128/878 [===>..........................]

- ETA: 0s - loss: 0.3815 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4354 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.4624 - acc: 0.8906


512/878 [================>.............]

- ETA: 0s - loss: 0.4627 - acc: 0.8965


640/878 [====================>.........]

- ETA: 0s - loss: 0.4440 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.4330 - acc: 0.9023


878/878 [==============================]

- 1s 613us/sample - loss: 0.4110 - acc: 0.9043



39/39 [==============================]

- 14s 351ms/step - loss: 0.0824 - acc: 0.9700 - val_loss: 0.4083 - val_acc: 0.9043


Epoch 58/200

1/39 [..............................]

- ETA: 5s - loss: 0.1198 - acc: 0.9688


2/39 [>.............................]

- ETA: 5s - loss: 0.1021 - acc: 0.9688


3/39 [=>............................]

- ETA: 7s - loss: 0.0850 - acc: 0.9740


4/39 [==>...........................]

- ETA: 8s - loss: 0.0740 - acc: 0.9746


5/39 [==>...........................]

- ETA: 8s - loss: 0.0787 - acc: 0.9750


6/39 [===>..........................]

- ETA: 8s - loss: 0.1118 - acc: 0.9661


7/39 [====>.........................]

- ETA: 8s - loss: 0.1054 - acc: 0.9665


8/39 [=====>........................]

- ETA: 8s - loss: 0.1013 - acc: 0.9668


9/39 [=====>........................]

- ETA: 8s - loss: 0.1057 - acc: 0.9627


10/39 [======>.......................]

- ETA: 8s - loss: 0.1112 - acc: 0.9609


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- ETA: 8s - loss: 0.1132 - acc: 0.9616


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- ETA: 7s - loss: 0.1085 - acc: 0.9631


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- ETA: 7s - loss: 0.1070 - acc: 0.9623


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- ETA: 7s - loss: 0.1027 - acc: 0.9639


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- ETA: 7s - loss: 0.1051 - acc: 0.9632


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- ETA: 6s - loss: 0.1029 - acc: 0.9635


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- ETA: 6s - loss: 0.1027 - acc: 0.9643


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- ETA: 6s - loss: 0.1062 - acc: 0.9632


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- ETA: 6s - loss: 0.1076 - acc: 0.9627


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- ETA: 5s - loss: 0.1056 - acc: 0.9630


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- ETA: 5s - loss: 0.1083 - acc: 0.9607


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- ETA: 5s - loss: 0.1115 - acc: 0.9589


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- ETA: 4s - loss: 0.1094 - acc: 0.9597


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- ETA: 4s - loss: 0.1065 - acc: 0.9607


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- ETA: 4s - loss: 0.1062 - acc: 0.9601


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- ETA: 4s - loss: 0.1039 - acc: 0.9610


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- ETA: 3s - loss: 0.1039 - acc: 0.9613


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- ETA: 3s - loss: 0.1038 - acc: 0.9616


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- ETA: 3s - loss: 0.1050 - acc: 0.9610


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- ETA: 2s - loss: 0.1036 - acc: 0.9621


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- ETA: 2s - loss: 0.1034 - acc: 0.9623


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- ETA: 2s - loss: 0.1088 - acc: 0.9605


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- ETA: 1s - loss: 0.1078 - acc: 0.9610


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- ETA: 1s - loss: 0.1089 - acc: 0.9605


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- ETA: 1s - loss: 0.1081 - acc: 0.9612


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- ETA: 0s - loss: 0.1097 - acc: 0.9608


37/39 [===========================>..]

- ETA: 0s - loss: 0.1093 - acc: 0.9606


38/39 [============================>.]

- ETA: 0s - loss: 0.1075 - acc: 0.9614

128/878 [===>..........................]

- ETA: 0s - loss: 0.3823 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4104 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.4319 - acc: 0.8854


512/878 [================>.............]

- ETA: 0s - loss: 0.4176 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.3976 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.3833 - acc: 0.9023


878/878 [==============================]

- 1s 599us/sample - loss: 0.3567 - acc: 0.9043



39/39 [==============================]

- 13s 330ms/step - loss: 0.1068 - acc: 0.9616 - val_loss: 0.3534 - val_acc: 0.9043


Epoch 59/200

1/39 [..............................]

- ETA: 5s - loss: 0.1341 - acc: 0.9453


2/39 [>.............................]

- ETA: 5s - loss: 0.1632 - acc: 0.9336


3/39 [=>............................]

- ETA: 6s - loss: 0.1293 - acc: 0.9479


4/39 [==>...........................]

- ETA: 8s - loss: 0.1180 - acc: 0.9512


5/39 [==>...........................]

- ETA: 8s - loss: 0.1065 - acc: 0.9578


6/39 [===>..........................]

- ETA: 8s - loss: 0.0965 - acc: 0.9622


7/39 [====>.........................]

- ETA: 8s - loss: 0.0858 - acc: 0.9665


8/39 [=====>........................]

- ETA: 8s - loss: 0.0879 - acc: 0.9668


9/39 [=====>........................]

- ETA: 8s - loss: 0.0857 - acc: 0.9670


10/39 [======>.......................]

- ETA: 8s - loss: 0.0886 - acc: 0.9641


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- ETA: 8s - loss: 0.0874 - acc: 0.9638


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- ETA: 8s - loss: 0.0867 - acc: 0.9635


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- ETA: 7s - loss: 0.0843 - acc: 0.9645


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- ETA: 7s - loss: 0.0844 - acc: 0.9654


15/39 [==========>...................]

- ETA: 7s - loss: 0.0818 - acc: 0.9667


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- ETA: 7s - loss: 0.0845 - acc: 0.9653


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- ETA: 6s - loss: 0.0861 - acc: 0.9651


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- ETA: 6s - loss: 0.0845 - acc: 0.9661


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- ETA: 6s - loss: 0.0849 - acc: 0.9667


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- ETA: 6s - loss: 0.0828 - acc: 0.9680


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- ETA: 5s - loss: 0.0816 - acc: 0.9688


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- ETA: 5s - loss: 0.0819 - acc: 0.9677


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- ETA: 5s - loss: 0.0806 - acc: 0.9684


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- ETA: 4s - loss: 0.0788 - acc: 0.9691


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- ETA: 4s - loss: 0.0773 - acc: 0.9697


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- ETA: 4s - loss: 0.0759 - acc: 0.9709


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- ETA: 3s - loss: 0.0749 - acc: 0.9714


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- ETA: 3s - loss: 0.0779 - acc: 0.9704


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- ETA: 3s - loss: 0.0778 - acc: 0.9704


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- ETA: 2s - loss: 0.0766 - acc: 0.9708


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- ETA: 2s - loss: 0.0747 - acc: 0.9716


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- ETA: 2s - loss: 0.0740 - acc: 0.9715


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- ETA: 1s - loss: 0.0753 - acc: 0.9712


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- ETA: 1s - loss: 0.0744 - acc: 0.9714


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- ETA: 1s - loss: 0.0740 - acc: 0.9718


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- ETA: 0s - loss: 0.0728 - acc: 0.9721


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- ETA: 0s - loss: 0.0722 - acc: 0.9722


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- ETA: 0s - loss: 0.0731 - acc: 0.9719

128/878 [===>..........................]

- ETA: 0s - loss: 0.3508 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3919 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4308 - acc: 0.8984


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- ETA: 0s - loss: 0.4246 - acc: 0.9082


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- ETA: 0s - loss: 0.4022 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4011 - acc: 0.9128


878/878 [==============================]

- 1s 998us/sample - loss: 0.3798 - acc: 0.9134



39/39 [==============================]

- 14s 354ms/step - loss: 0.0729 - acc: 0.9718 - val_loss: 0.3772 - val_acc: 0.9134


Epoch 60/200

1/39 [..............................]

- ETA: 6s - loss: 0.0370 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0505 - acc: 0.9805


3/39 [=>............................]

- ETA: 5s - loss: 0.0672 - acc: 0.9792


4/39 [==>...........................]

- ETA: 5s - loss: 0.0585 - acc: 0.9824


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- ETA: 6s - loss: 0.0630 - acc: 0.9781


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- ETA: 6s - loss: 0.0568 - acc: 0.9805


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- ETA: 6s - loss: 0.0591 - acc: 0.9795


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- ETA: 7s - loss: 0.0577 - acc: 0.9801


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- ETA: 7s - loss: 0.0566 - acc: 0.9815


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- ETA: 7s - loss: 0.0552 - acc: 0.9818


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- ETA: 7s - loss: 0.0614 - acc: 0.9791


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- ETA: 7s - loss: 0.0598 - acc: 0.9802


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- ETA: 6s - loss: 0.0578 - acc: 0.9805


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- ETA: 6s - loss: 0.0603 - acc: 0.9803


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- ETA: 6s - loss: 0.0599 - acc: 0.9800


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- ETA: 6s - loss: 0.0592 - acc: 0.9803


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- ETA: 6s - loss: 0.0601 - acc: 0.9805


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- ETA: 5s - loss: 0.0616 - acc: 0.9794


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- ETA: 5s - loss: 0.0634 - acc: 0.9785


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- ETA: 5s - loss: 0.0656 - acc: 0.9776


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- ETA: 5s - loss: 0.0644 - acc: 0.9779


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- ETA: 4s - loss: 0.0626 - acc: 0.9789


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- ETA: 4s - loss: 0.0623 - acc: 0.9788


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- ETA: 4s - loss: 0.0622 - acc: 0.9781


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- ETA: 4s - loss: 0.0641 - acc: 0.9774


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- ETA: 3s - loss: 0.0641 - acc: 0.9770


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- ETA: 3s - loss: 0.0663 - acc: 0.9764


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- ETA: 3s - loss: 0.0668 - acc: 0.9764


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- ETA: 3s - loss: 0.0679 - acc: 0.9762


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- ETA: 2s - loss: 0.0674 - acc: 0.9759


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- ETA: 2s - loss: 0.0675 - acc: 0.9759


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- ETA: 2s - loss: 0.0695 - acc: 0.9752


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- ETA: 1s - loss: 0.0707 - acc: 0.9753


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- ETA: 1s - loss: 0.0696 - acc: 0.9758


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- ETA: 1s - loss: 0.0734 - acc: 0.9753


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- ETA: 0s - loss: 0.0740 - acc: 0.9752


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- ETA: 0s - loss: 0.0769 - acc: 0.9748


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- ETA: 0s - loss: 0.0793 - acc: 0.9740

128/878 [===>..........................]

- ETA: 0s - loss: 0.3243 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3380 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.3420 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.3848 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.3873 - acc: 0.9062


768/878 [=========================>....]

- ETA: 0s - loss: 0.3698 - acc: 0.9128


878/878 [==============================]

- 1s 620us/sample - loss: 0.3484 - acc: 0.9146



39/39 [==============================]

- 13s 324ms/step - loss: 0.0798 - acc: 0.9739 - val_loss: 0.3457 - val_acc: 0.9146


Epoch 61/200

1/39 [..............................]

- ETA: 5s - loss: 0.0835 - acc: 0.9453


2/39 [>.............................]

- ETA: 5s - loss: 0.1139 - acc: 0.9414


3/39 [=>............................]

- ETA: 7s - loss: 0.0908 - acc: 0.9583


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- ETA: 8s - loss: 0.0798 - acc: 0.9648


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- ETA: 9s - loss: 0.0762 - acc: 0.9656


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- ETA: 9s - loss: 0.0909 - acc: 0.9596


7/39 [====>.........................]

- ETA: 9s - loss: 0.0883 - acc: 0.9621


8/39 [=====>........................]

- ETA: 9s - loss: 0.0834 - acc: 0.9648


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- ETA: 9s - loss: 0.0829 - acc: 0.9653


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- ETA: 8s - loss: 0.0884 - acc: 0.9648


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- ETA: 8s - loss: 0.0896 - acc: 0.9645


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- ETA: 8s - loss: 0.0892 - acc: 0.9648


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- ETA: 8s - loss: 0.0850 - acc: 0.9675


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- ETA: 7s - loss: 0.0877 - acc: 0.9676


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- ETA: 7s - loss: 0.0924 - acc: 0.9661


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- ETA: 7s - loss: 0.0887 - acc: 0.9678


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- ETA: 7s - loss: 0.0914 - acc: 0.9665


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- ETA: 6s - loss: 0.0905 - acc: 0.9666


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- ETA: 6s - loss: 0.0881 - acc: 0.9675


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- ETA: 6s - loss: 0.0862 - acc: 0.9684


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- ETA: 5s - loss: 0.0860 - acc: 0.9684


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- ETA: 5s - loss: 0.0859 - acc: 0.9684


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- ETA: 5s - loss: 0.0839 - acc: 0.9691


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- ETA: 4s - loss: 0.0837 - acc: 0.9694


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- ETA: 4s - loss: 0.0876 - acc: 0.9681


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- ETA: 4s - loss: 0.0859 - acc: 0.9688


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- ETA: 3s - loss: 0.0855 - acc: 0.9690


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- ETA: 3s - loss: 0.0908 - acc: 0.9674


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- ETA: 3s - loss: 0.0891 - acc: 0.9677


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- ETA: 2s - loss: 0.0878 - acc: 0.9677


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- ETA: 2s - loss: 0.0873 - acc: 0.9678


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- ETA: 2s - loss: 0.0908 - acc: 0.9664


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- ETA: 1s - loss: 0.0930 - acc: 0.9660


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- ETA: 1s - loss: 0.0937 - acc: 0.9658


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- ETA: 1s - loss: 0.0933 - acc: 0.9659


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- ETA: 0s - loss: 0.0930 - acc: 0.9660


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- ETA: 0s - loss: 0.0936 - acc: 0.9657


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- ETA: 0s - loss: 0.0934 - acc: 0.9657

128/878 [===>..........................]

- ETA: 0s - loss: 0.3781 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3615 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.3941 - acc: 0.8932


512/878 [================>.............]

- ETA: 0s - loss: 0.4168 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.4035 - acc: 0.9000


768/878 [=========================>....]

- ETA: 0s - loss: 0.3878 - acc: 0.9010


878/878 [==============================]

- 1s 766us/sample - loss: 0.3584 - acc: 0.9055



39/39 [==============================]

- 14s 349ms/step - loss: 0.0924 - acc: 0.9662 - val_loss: 0.3548 - val_acc: 0.9055


Epoch 62/200

1/39 [..............................]

- ETA: 19s - loss: 0.0966 - acc: 0.9688


2/39 [>.............................]

- ETA: 12s - loss: 0.1166 - acc: 0.9609


3/39 [=>............................]

- ETA: 10s - loss: 0.1095 - acc: 0.9505


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- ETA: 9s - loss: 0.0965 - acc: 0.9570


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- ETA: 8s - loss: 0.0880 - acc: 0.9609


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- ETA: 8s - loss: 0.0868 - acc: 0.9622


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- ETA: 8s - loss: 0.0901 - acc: 0.9621


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- ETA: 8s - loss: 0.0917 - acc: 0.9619


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- ETA: 8s - loss: 0.0960 - acc: 0.9601


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- ETA: 8s - loss: 0.0912 - acc: 0.9617


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- ETA: 7s - loss: 0.0905 - acc: 0.9609


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- ETA: 7s - loss: 0.0852 - acc: 0.9631


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- ETA: 7s - loss: 0.0872 - acc: 0.9635


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- ETA: 7s - loss: 0.0846 - acc: 0.9633


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- ETA: 6s - loss: 0.0850 - acc: 0.9621


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- ETA: 6s - loss: 0.0873 - acc: 0.9625


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- ETA: 6s - loss: 0.0875 - acc: 0.9624


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- ETA: 6s - loss: 0.0859 - acc: 0.9637


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- ETA: 6s - loss: 0.0849 - acc: 0.9635


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- ETA: 5s - loss: 0.0843 - acc: 0.9642


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- ETA: 5s - loss: 0.0822 - acc: 0.9652


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- ETA: 5s - loss: 0.0815 - acc: 0.9657


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- ETA: 4s - loss: 0.0807 - acc: 0.9658


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- ETA: 4s - loss: 0.0804 - acc: 0.9656


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- ETA: 4s - loss: 0.0796 - acc: 0.9654


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- ETA: 4s - loss: 0.0786 - acc: 0.9662


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- ETA: 3s - loss: 0.0776 - acc: 0.9665


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- ETA: 3s - loss: 0.0777 - acc: 0.9666


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- ETA: 3s - loss: 0.0766 - acc: 0.9672


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- ETA: 2s - loss: 0.0760 - acc: 0.9678


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- ETA: 2s - loss: 0.0783 - acc: 0.9668


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- ETA: 2s - loss: 0.0789 - acc: 0.9666


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- ETA: 1s - loss: 0.0783 - acc: 0.9669


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- ETA: 1s - loss: 0.0777 - acc: 0.9670


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- ETA: 1s - loss: 0.0793 - acc: 0.9664


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- ETA: 0s - loss: 0.0785 - acc: 0.9667


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- ETA: 0s - loss: 0.0782 - acc: 0.9671


38/39 [============================>.]

- ETA: 0s - loss: 0.0779 - acc: 0.9672

128/878 [===>..........................]

- ETA: 0s - loss: 0.3660 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3773 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4148 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4368 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.4499 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.4587 - acc: 0.9036


878/878 [==============================]

- 1s 712us/sample - loss: 0.4350 - acc: 0.9077



39/39 [==============================]

- 13s 332ms/step - loss: 0.0772 - acc: 0.9674 - val_loss: 0.4321 - val_acc: 0.9077


Epoch 63/200

1/39 [..............................]

- ETA: 8s - loss: 0.0350 - acc: 0.9922


2/39 [>.............................]

- ETA: 7s - loss: 0.0774 - acc: 0.9648


3/39 [=>............................]

- ETA: 7s - loss: 0.0709 - acc: 0.9714


4/39 [==>...........................]

- ETA: 8s - loss: 0.0988 - acc: 0.9629


5/39 [==>...........................]

- ETA: 8s - loss: 0.0898 - acc: 0.9656


6/39 [===>..........................]

- ETA: 9s - loss: 0.0813 - acc: 0.9688


7/39 [====>.........................]

- ETA: 9s - loss: 0.0774 - acc: 0.9710


8/39 [=====>........................]

- ETA: 9s - loss: 0.0721 - acc: 0.9736


9/39 [=====>........................]

- ETA: 9s - loss: 0.0685 - acc: 0.9757


10/39 [======>.......................]

- ETA: 8s - loss: 0.0716 - acc: 0.9734


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- ETA: 8s - loss: 0.0792 - acc: 0.9709


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- ETA: 8s - loss: 0.0804 - acc: 0.9707


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- ETA: 8s - loss: 0.0877 - acc: 0.9688


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- ETA: 7s - loss: 0.0886 - acc: 0.9693


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- ETA: 7s - loss: 0.0878 - acc: 0.9698


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- ETA: 7s - loss: 0.0857 - acc: 0.9702


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- ETA: 7s - loss: 0.0853 - acc: 0.9710


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- ETA: 6s - loss: 0.0834 - acc: 0.9714


19/39 [=============>................]

- ETA: 6s - loss: 0.0816 - acc: 0.9720


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- ETA: 6s - loss: 0.0830 - acc: 0.9715


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- ETA: 5s - loss: 0.0816 - acc: 0.9721


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- ETA: 5s - loss: 0.0822 - acc: 0.9712


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- ETA: 5s - loss: 0.0808 - acc: 0.9715


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- ETA: 4s - loss: 0.0848 - acc: 0.9701


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- ETA: 4s - loss: 0.0830 - acc: 0.9706


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- ETA: 4s - loss: 0.0885 - acc: 0.9697


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- ETA: 3s - loss: 0.0870 - acc: 0.9702


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- ETA: 3s - loss: 0.0848 - acc: 0.9710


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- ETA: 3s - loss: 0.0841 - acc: 0.9709


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- ETA: 2s - loss: 0.0828 - acc: 0.9712


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- ETA: 2s - loss: 0.0826 - acc: 0.9709


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- ETA: 2s - loss: 0.0813 - acc: 0.9713


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- ETA: 1s - loss: 0.0804 - acc: 0.9715


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- ETA: 1s - loss: 0.0811 - acc: 0.9707


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- ETA: 1s - loss: 0.0813 - acc: 0.9706


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- ETA: 0s - loss: 0.0824 - acc: 0.9708


37/39 [===========================>..]

- ETA: 0s - loss: 0.0813 - acc: 0.9710


38/39 [============================>.]

- ETA: 0s - loss: 0.0803 - acc: 0.9711

128/878 [===>..........................]

- ETA: 0s - loss: 0.3952 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4486 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.4828 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.4702 - acc: 0.9023


640/878 [====================>.........]

- ETA: 0s - loss: 0.4841 - acc: 0.8984


768/878 [=========================>....]

- ETA: 0s - loss: 0.4814 - acc: 0.8971


878/878 [==============================]

- 1s 605us/sample - loss: 0.4483 - acc: 0.9009



39/39 [==============================]

- 14s 347ms/step - loss: 0.0792 - acc: 0.9716 - val_loss: 0.4442 - val_acc: 0.9009


Epoch 64/200

1/39 [..............................]

- ETA: 6s - loss: 0.0767 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.1094 - acc: 0.9570


3/39 [=>............................]

- ETA: 6s - loss: 0.1133 - acc: 0.9583


4/39 [==>...........................]

- ETA: 7s - loss: 0.1045 - acc: 0.9609


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- ETA: 8s - loss: 0.1003 - acc: 0.9597


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- ETA: 8s - loss: 0.0978 - acc: 0.9599


7/39 [====>.........................]

- ETA: 8s - loss: 0.0909 - acc: 0.9647


8/39 [=====>........................]

- ETA: 8s - loss: 0.0954 - acc: 0.9622


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- ETA: 8s - loss: 0.0929 - acc: 0.9612


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- ETA: 8s - loss: 0.0926 - acc: 0.9611


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- ETA: 8s - loss: 0.0932 - acc: 0.9633


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- ETA: 7s - loss: 0.0905 - acc: 0.9644


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- ETA: 7s - loss: 0.0878 - acc: 0.9653


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- ETA: 7s - loss: 0.0864 - acc: 0.9662


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- ETA: 7s - loss: 0.0870 - acc: 0.9663


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- ETA: 6s - loss: 0.0855 - acc: 0.9670


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- ETA: 6s - loss: 0.0825 - acc: 0.9685


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- ETA: 6s - loss: 0.0851 - acc: 0.9672


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- ETA: 6s - loss: 0.0855 - acc: 0.9673


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- ETA: 5s - loss: 0.0854 - acc: 0.9677


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- ETA: 5s - loss: 0.0854 - acc: 0.9685


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- ETA: 5s - loss: 0.0892 - acc: 0.9675


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- ETA: 4s - loss: 0.0890 - acc: 0.9672


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- ETA: 4s - loss: 0.0885 - acc: 0.9676


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- ETA: 4s - loss: 0.0868 - acc: 0.9682


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- ETA: 4s - loss: 0.0853 - acc: 0.9689


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- ETA: 3s - loss: 0.0854 - acc: 0.9692


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- ETA: 3s - loss: 0.0859 - acc: 0.9686


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- ETA: 3s - loss: 0.0856 - acc: 0.9683


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- ETA: 2s - loss: 0.0877 - acc: 0.9683


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- ETA: 2s - loss: 0.0872 - acc: 0.9681


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- ETA: 2s - loss: 0.0865 - acc: 0.9681


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- ETA: 1s - loss: 0.0857 - acc: 0.9684


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- ETA: 1s - loss: 0.0848 - acc: 0.9688


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- ETA: 1s - loss: 0.0859 - acc: 0.9686


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- ETA: 0s - loss: 0.0846 - acc: 0.9693


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- ETA: 0s - loss: 0.0847 - acc: 0.9686


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- ETA: 0s - loss: 0.0856 - acc: 0.9682

128/878 [===>..........................]

- ETA: 0s - loss: 0.2879 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3470 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.3993 - acc: 0.9062


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- ETA: 0s - loss: 0.4065 - acc: 0.9121


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- ETA: 0s - loss: 0.4119 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4068 - acc: 0.9128


878/878 [==============================]

- 1s 630us/sample - loss: 0.3777 - acc: 0.9146



39/39 [==============================]

- 13s 332ms/step - loss: 0.0853 - acc: 0.9680 - val_loss: 0.3741 - val_acc: 0.9146


Epoch 65/200

1/39 [..............................]

- ETA: 23s - loss: 0.0384 - acc: 0.9922


2/39 [>.............................]

- ETA: 15s - loss: 0.0659 - acc: 0.9805


3/39 [=>............................]

- ETA: 11s - loss: 0.0550 - acc: 0.9844


4/39 [==>...........................]

- ETA: 10s - loss: 0.0477 - acc: 0.9883


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- ETA: 9s - loss: 0.0492 - acc: 0.9844


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- ETA: 9s - loss: 0.0526 - acc: 0.9818


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- ETA: 9s - loss: 0.0542 - acc: 0.9818


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- ETA: 9s - loss: 0.0554 - acc: 0.9811


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- ETA: 9s - loss: 0.0573 - acc: 0.9797


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- ETA: 8s - loss: 0.0696 - acc: 0.9738


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- ETA: 8s - loss: 0.0691 - acc: 0.9741


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- ETA: 8s - loss: 0.0687 - acc: 0.9750


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- ETA: 8s - loss: 0.0678 - acc: 0.9751


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- ETA: 7s - loss: 0.0667 - acc: 0.9757


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- ETA: 7s - loss: 0.0684 - acc: 0.9742


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- ETA: 7s - loss: 0.0663 - acc: 0.9754


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- ETA: 7s - loss: 0.0642 - acc: 0.9768


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- ETA: 6s - loss: 0.0633 - acc: 0.9772


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- ETA: 6s - loss: 0.0623 - acc: 0.9780


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- ETA: 6s - loss: 0.0640 - acc: 0.9776


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- ETA: 5s - loss: 0.0646 - acc: 0.9771


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- ETA: 5s - loss: 0.0663 - acc: 0.9768


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- ETA: 5s - loss: 0.0655 - acc: 0.9768


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- ETA: 4s - loss: 0.0658 - acc: 0.9771


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- ETA: 4s - loss: 0.0656 - acc: 0.9777


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- ETA: 4s - loss: 0.0661 - acc: 0.9770


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- ETA: 3s - loss: 0.0653 - acc: 0.9770


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- ETA: 3s - loss: 0.0635 - acc: 0.9778


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- ETA: 3s - loss: 0.0620 - acc: 0.9783


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- ETA: 2s - loss: 0.0624 - acc: 0.9783


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- ETA: 2s - loss: 0.0636 - acc: 0.9772


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- ETA: 2s - loss: 0.0638 - acc: 0.9774


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- ETA: 2s - loss: 0.0648 - acc: 0.9772


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- ETA: 1s - loss: 0.0653 - acc: 0.9772


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- ETA: 1s - loss: 0.0651 - acc: 0.9767


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- ETA: 1s - loss: 0.0651 - acc: 0.9765


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- ETA: 0s - loss: 0.0644 - acc: 0.9765


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- ETA: 0s - loss: 0.0639 - acc: 0.9765

128/878 [===>..........................]

- ETA: 0s - loss: 0.3913 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3534 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.3889 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.4030 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3997 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.3929 - acc: 0.9167


878/878 [==============================]

- 1s 604us/sample - loss: 0.3734 - acc: 0.9191



39/39 [==============================]

- 14s 349ms/step - loss: 0.0640 - acc: 0.9767 - val_loss: 0.3710 - val_acc: 0.9191


Epoch 66/200

1/39 [..............................]

- ETA: 5s - loss: 0.0373 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0350 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0408 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0528 - acc: 0.9746


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- ETA: 8s - loss: 0.0625 - acc: 0.9734


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- ETA: 8s - loss: 0.0614 - acc: 0.9727


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- ETA: 8s - loss: 0.0587 - acc: 0.9754


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- ETA: 8s - loss: 0.0572 - acc: 0.9756


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- ETA: 8s - loss: 0.0554 - acc: 0.9774


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- ETA: 8s - loss: 0.0557 - acc: 0.9781


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- ETA: 8s - loss: 0.0618 - acc: 0.9766


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- ETA: 8s - loss: 0.0674 - acc: 0.9740


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- ETA: 7s - loss: 0.0709 - acc: 0.9736


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- ETA: 7s - loss: 0.0694 - acc: 0.9743


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- ETA: 7s - loss: 0.0656 - acc: 0.9760


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- ETA: 7s - loss: 0.0632 - acc: 0.9771


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- ETA: 6s - loss: 0.0671 - acc: 0.9752


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- ETA: 6s - loss: 0.0665 - acc: 0.9748


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- ETA: 6s - loss: 0.0674 - acc: 0.9745


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- ETA: 5s - loss: 0.0677 - acc: 0.9742


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- ETA: 5s - loss: 0.0688 - acc: 0.9736


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- ETA: 5s - loss: 0.0684 - acc: 0.9741


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- ETA: 5s - loss: 0.0706 - acc: 0.9732


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- ETA: 4s - loss: 0.0705 - acc: 0.9733


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- ETA: 4s - loss: 0.0704 - acc: 0.9737


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- ETA: 4s - loss: 0.0715 - acc: 0.9736


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- ETA: 3s - loss: 0.0713 - acc: 0.9737


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- ETA: 3s - loss: 0.0709 - acc: 0.9741


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- ETA: 3s - loss: 0.0698 - acc: 0.9747


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- ETA: 2s - loss: 0.0708 - acc: 0.9747


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- ETA: 2s - loss: 0.0711 - acc: 0.9748


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- ETA: 2s - loss: 0.0705 - acc: 0.9751


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- ETA: 1s - loss: 0.0717 - acc: 0.9744


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- ETA: 1s - loss: 0.0699 - acc: 0.9752


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- ETA: 1s - loss: 0.0710 - acc: 0.9750


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- ETA: 0s - loss: 0.0711 - acc: 0.9749


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- ETA: 0s - loss: 0.0711 - acc: 0.9748


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- ETA: 0s - loss: 0.0711 - acc: 0.9748

128/878 [===>..........................]

- ETA: 0s - loss: 0.3652 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.3593 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.3854 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.4189 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.4275 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.4217 - acc: 0.9115


878/878 [==============================]

- 1s 615us/sample - loss: 0.4036 - acc: 0.9146



39/39 [==============================]

- 13s 337ms/step - loss: 0.0731 - acc: 0.9741 - val_loss: 0.4014 - val_acc: 0.9146


Epoch 67/200

1/39 [..............................]

- ETA: 5s - loss: 0.0768 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.0861 - acc: 0.9648


3/39 [=>............................]

- ETA: 7s - loss: 0.0721 - acc: 0.9740


4/39 [==>...........................]

- ETA: 8s - loss: 0.0600 - acc: 0.9805


5/39 [==>...........................]

- ETA: 9s - loss: 0.0552 - acc: 0.9828


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- ETA: 8s - loss: 0.0530 - acc: 0.9840


7/39 [====>.........................]

- ETA: 9s - loss: 0.0506 - acc: 0.9852


8/39 [=====>........................]

- ETA: 9s - loss: 0.0526 - acc: 0.9831


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- ETA: 8s - loss: 0.0493 - acc: 0.9850


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- ETA: 8s - loss: 0.0531 - acc: 0.9833


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- ETA: 8s - loss: 0.0543 - acc: 0.9820


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- ETA: 8s - loss: 0.0549 - acc: 0.9815


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- ETA: 8s - loss: 0.0554 - acc: 0.9812


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- ETA: 7s - loss: 0.0549 - acc: 0.9803


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- ETA: 7s - loss: 0.0533 - acc: 0.9805


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- ETA: 7s - loss: 0.0532 - acc: 0.9808


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- ETA: 7s - loss: 0.0526 - acc: 0.9810


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- ETA: 6s - loss: 0.0517 - acc: 0.9816


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- ETA: 6s - loss: 0.0550 - acc: 0.9809


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- ETA: 6s - loss: 0.0606 - acc: 0.9787


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- ETA: 5s - loss: 0.0617 - acc: 0.9783


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- ETA: 5s - loss: 0.0648 - acc: 0.9771


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- ETA: 5s - loss: 0.0654 - acc: 0.9764


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- ETA: 4s - loss: 0.0667 - acc: 0.9758


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- ETA: 4s - loss: 0.0671 - acc: 0.9761


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- ETA: 4s - loss: 0.0675 - acc: 0.9755


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- ETA: 4s - loss: 0.0702 - acc: 0.9747


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- ETA: 3s - loss: 0.0714 - acc: 0.9739


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- ETA: 3s - loss: 0.0719 - acc: 0.9732


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- ETA: 3s - loss: 0.0707 - acc: 0.9736


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- ETA: 2s - loss: 0.0718 - acc: 0.9727


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- ETA: 2s - loss: 0.0729 - acc: 0.9725


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- ETA: 2s - loss: 0.0720 - acc: 0.9729


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- ETA: 1s - loss: 0.0740 - acc: 0.9721


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- ETA: 1s - loss: 0.0745 - acc: 0.9713


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- ETA: 1s - loss: 0.0753 - acc: 0.9712


37/39 [===========================>..]

- ETA: 0s - loss: 0.0744 - acc: 0.9714


38/39 [============================>.]

- ETA: 0s - loss: 0.0746 - acc: 0.9713

128/878 [===>..........................]

- ETA: 0s - loss: 0.2759 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3278 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.3849 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.4030 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.4035 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.4015 - acc: 0.9102


878/878 [==============================]

- 1s 616us/sample - loss: 0.3919 - acc: 0.9134



39/39 [==============================]

- 14s 354ms/step - loss: 0.0761 - acc: 0.9704 - val_loss: 0.3908 - val_acc: 0.9134


Epoch 68/200

1/39 [..............................]

- ETA: 5s - loss: 0.0631 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0424 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0507 - acc: 0.9844


4/39 [==>...........................]

- ETA: 7s - loss: 0.0557 - acc: 0.9824


5/39 [==>...........................]

- ETA: 8s - loss: 0.0550 - acc: 0.9844


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- ETA: 8s - loss: 0.0551 - acc: 0.9826


7/39 [====>.........................]

- ETA: 8s - loss: 0.0623 - acc: 0.9772


8/39 [=====>........................]

- ETA: 8s - loss: 0.0584 - acc: 0.9791


9/39 [=====>........................]

- ETA: 8s - loss: 0.0624 - acc: 0.9779


10/39 [======>.......................]

- ETA: 8s - loss: 0.0612 - acc: 0.9786


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- ETA: 8s - loss: 0.0626 - acc: 0.9777


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- ETA: 7s - loss: 0.0606 - acc: 0.9789


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- ETA: 7s - loss: 0.0691 - acc: 0.9775


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- ETA: 7s - loss: 0.0698 - acc: 0.9780


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- ETA: 7s - loss: 0.0685 - acc: 0.9784


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- ETA: 6s - loss: 0.0726 - acc: 0.9768


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- ETA: 6s - loss: 0.0709 - acc: 0.9777


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- ETA: 6s - loss: 0.0713 - acc: 0.9777


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- ETA: 6s - loss: 0.0710 - acc: 0.9776


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- ETA: 5s - loss: 0.0699 - acc: 0.9780


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- ETA: 5s - loss: 0.0736 - acc: 0.9771


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- ETA: 5s - loss: 0.0739 - acc: 0.9771


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- ETA: 4s - loss: 0.0754 - acc: 0.9768


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- ETA: 4s - loss: 0.0743 - acc: 0.9771


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- ETA: 4s - loss: 0.0739 - acc: 0.9771


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- ETA: 4s - loss: 0.0766 - acc: 0.9761


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- ETA: 3s - loss: 0.0804 - acc: 0.9753


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- ETA: 3s - loss: 0.0789 - acc: 0.9759


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- ETA: 3s - loss: 0.0778 - acc: 0.9756


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- ETA: 2s - loss: 0.0788 - acc: 0.9754


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- ETA: 2s - loss: 0.0808 - acc: 0.9752


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- ETA: 2s - loss: 0.0813 - acc: 0.9745


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- ETA: 1s - loss: 0.0808 - acc: 0.9746


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- ETA: 1s - loss: 0.0808 - acc: 0.9746


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- ETA: 1s - loss: 0.0811 - acc: 0.9742


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- ETA: 0s - loss: 0.0811 - acc: 0.9739


37/39 [===========================>..]

- ETA: 0s - loss: 0.0801 - acc: 0.9741


38/39 [============================>.]

- ETA: 0s - loss: 0.0799 - acc: 0.9740

128/878 [===>..........................]

- ETA: 0s - loss: 0.2148 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.2879 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.2872 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.3323 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.3474 - acc: 0.9203


768/878 [=========================>....]

- ETA: 0s - loss: 0.3475 - acc: 0.9245


878/878 [==============================]

- 1s 1ms/sample - loss: 0.3371 - acc: 0.9260



39/39 [==============================]

- 14s 351ms/step - loss: 0.0802 - acc: 0.9739 - val_loss: 0.3358 - val_acc: 0.9260


Epoch 69/200

1/39 [..............................]

- ETA: 7s - loss: 0.0711 - acc: 0.9531


2/39 [>.............................]

- ETA: 7s - loss: 0.0490 - acc: 0.9727


3/39 [=>............................]

- ETA: 6s - loss: 0.0522 - acc: 0.9766


4/39 [==>...........................]

- ETA: 6s - loss: 0.0538 - acc: 0.9766


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- ETA: 7s - loss: 0.0524 - acc: 0.9781


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- ETA: 7s - loss: 0.0554 - acc: 0.9766


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- ETA: 8s - loss: 0.0544 - acc: 0.9766


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- ETA: 8s - loss: 0.0495 - acc: 0.9785


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- ETA: 8s - loss: 0.0502 - acc: 0.9792


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- ETA: 8s - loss: 0.0508 - acc: 0.9797


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- ETA: 8s - loss: 0.0559 - acc: 0.9773


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- ETA: 8s - loss: 0.0593 - acc: 0.9779


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- ETA: 7s - loss: 0.0581 - acc: 0.9784


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- ETA: 7s - loss: 0.0554 - acc: 0.9799


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- ETA: 7s - loss: 0.0566 - acc: 0.9786


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- ETA: 7s - loss: 0.0567 - acc: 0.9790


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- ETA: 7s - loss: 0.0559 - acc: 0.9798


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- ETA: 6s - loss: 0.0564 - acc: 0.9800


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- ETA: 6s - loss: 0.0581 - acc: 0.9790


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- ETA: 6s - loss: 0.0564 - acc: 0.9797


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- ETA: 5s - loss: 0.0563 - acc: 0.9795


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- ETA: 5s - loss: 0.0561 - acc: 0.9798


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- ETA: 5s - loss: 0.0559 - acc: 0.9800


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- ETA: 4s - loss: 0.0546 - acc: 0.9808


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- ETA: 4s - loss: 0.0546 - acc: 0.9803


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- ETA: 4s - loss: 0.0540 - acc: 0.9808


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- ETA: 4s - loss: 0.0545 - acc: 0.9803


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- ETA: 3s - loss: 0.0558 - acc: 0.9802


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- ETA: 3s - loss: 0.0571 - acc: 0.9801


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- ETA: 3s - loss: 0.0586 - acc: 0.9789


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- ETA: 2s - loss: 0.0584 - acc: 0.9791


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- ETA: 2s - loss: 0.0590 - acc: 0.9787


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- ETA: 2s - loss: 0.0581 - acc: 0.9791


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- ETA: 1s - loss: 0.0584 - acc: 0.9790


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- ETA: 1s - loss: 0.0605 - acc: 0.9780


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- ETA: 1s - loss: 0.0606 - acc: 0.9778


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- ETA: 0s - loss: 0.0613 - acc: 0.9775


38/39 [============================>.]

- ETA: 0s - loss: 0.0608 - acc: 0.9775

128/878 [===>..........................]

- ETA: 0s - loss: 0.2627 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3606 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4303 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4223 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.4223 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4196 - acc: 0.9180


878/878 [==============================]

- 1s 651us/sample - loss: 0.3993 - acc: 0.9191



39/39 [==============================]

- 14s 356ms/step - loss: 0.0609 - acc: 0.9775 - val_loss: 0.3968 - val_acc: 0.9191


Epoch 70/200

1/39 [..............................]

- ETA: 5s - loss: 0.0434 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0418 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0362 - acc: 0.9844


4/39 [==>...........................]

- ETA: 8s - loss: 0.0338 - acc: 0.9863


5/39 [==>...........................]

- ETA: 8s - loss: 0.0376 - acc: 0.9859


6/39 [===>..........................]

- ETA: 8s - loss: 0.0428 - acc: 0.9805


7/39 [====>.........................]

- ETA: 8s - loss: 0.0463 - acc: 0.9788


8/39 [=====>........................]

- ETA: 8s - loss: 0.0454 - acc: 0.9785


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- ETA: 8s - loss: 0.0409 - acc: 0.9806


10/39 [======>.......................]

- ETA: 8s - loss: 0.0423 - acc: 0.9810


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- ETA: 8s - loss: 0.0455 - acc: 0.9798


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- ETA: 8s - loss: 0.0471 - acc: 0.9796


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- ETA: 7s - loss: 0.0480 - acc: 0.9793


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- ETA: 7s - loss: 0.0461 - acc: 0.9803


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- ETA: 7s - loss: 0.0473 - acc: 0.9795


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- ETA: 6s - loss: 0.0476 - acc: 0.9793


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- ETA: 6s - loss: 0.0480 - acc: 0.9791


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- ETA: 6s - loss: 0.0469 - acc: 0.9799


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- ETA: 6s - loss: 0.0472 - acc: 0.9793


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- ETA: 5s - loss: 0.0484 - acc: 0.9791


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- ETA: 5s - loss: 0.0486 - acc: 0.9794


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- ETA: 5s - loss: 0.0498 - acc: 0.9793


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- ETA: 4s - loss: 0.0499 - acc: 0.9785


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- ETA: 4s - loss: 0.0500 - acc: 0.9790


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- ETA: 4s - loss: 0.0509 - acc: 0.9793


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- ETA: 4s - loss: 0.0524 - acc: 0.9788


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- ETA: 3s - loss: 0.0520 - acc: 0.9785


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- ETA: 3s - loss: 0.0516 - acc: 0.9790


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- ETA: 3s - loss: 0.0522 - acc: 0.9791


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- ETA: 2s - loss: 0.0521 - acc: 0.9793


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- ETA: 2s - loss: 0.0517 - acc: 0.9795


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- ETA: 2s - loss: 0.0511 - acc: 0.9796


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- ETA: 1s - loss: 0.0507 - acc: 0.9800


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- ETA: 1s - loss: 0.0499 - acc: 0.9804


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- ETA: 1s - loss: 0.0493 - acc: 0.9807


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- ETA: 0s - loss: 0.0492 - acc: 0.9806


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- ETA: 0s - loss: 0.0488 - acc: 0.9809


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- ETA: 0s - loss: 0.0505 - acc: 0.9804

128/878 [===>..........................]

- ETA: 0s - loss: 0.4455 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4872 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5614 - acc: 0.8906


512/878 [================>.............]

- ETA: 0s - loss: 0.5312 - acc: 0.8965


640/878 [====================>.........]

- ETA: 0s - loss: 0.5095 - acc: 0.8984


768/878 [=========================>....]

- ETA: 0s - loss: 0.4943 - acc: 0.8945


878/878 [==============================]

- 1s 660us/sample - loss: 0.4671 - acc: 0.8975



39/39 [==============================]

- 13s 341ms/step - loss: 0.0509 - acc: 0.9803 - val_loss: 0.4637 - val_acc: 0.8975


Epoch 71/200

1/39 [..............................]

- ETA: 5s - loss: 0.0674 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0650 - acc: 0.9766


3/39 [=>............................]

- ETA: 8s - loss: 0.0478 - acc: 0.9844


4/39 [==>...........................]

- ETA: 9s - loss: 0.0413 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0456 - acc: 0.9844


6/39 [===>..........................]

- ETA: 10s - loss: 0.0441 - acc: 0.9844


7/39 [====>.........................]

- ETA: 9s - loss: 0.0459 - acc: 0.9829


8/39 [=====>........................]

- ETA: 9s - loss: 0.0526 - acc: 0.9811


9/39 [=====>........................]

- ETA: 9s - loss: 0.0521 - acc: 0.9815


10/39 [======>.......................]

- ETA: 9s - loss: 0.0503 - acc: 0.9826


11/39 [=======>......................]

- ETA: 9s - loss: 0.0571 - acc: 0.9791


12/39 [========>.....................]

- ETA: 8s - loss: 0.0604 - acc: 0.9776


13/39 [=========>....................]

- ETA: 8s - loss: 0.0649 - acc: 0.9757


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- ETA: 8s - loss: 0.0613 - acc: 0.9769


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- ETA: 8s - loss: 0.0608 - acc: 0.9763


16/39 [===========>..................]

- ETA: 7s - loss: 0.0598 - acc: 0.9773


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- ETA: 7s - loss: 0.0603 - acc: 0.9773


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- ETA: 7s - loss: 0.0632 - acc: 0.9772


19/39 [=============>................]

- ETA: 6s - loss: 0.0647 - acc: 0.9768


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- ETA: 6s - loss: 0.0623 - acc: 0.9780


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- ETA: 6s - loss: 0.0640 - acc: 0.9779


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- ETA: 5s - loss: 0.0645 - acc: 0.9775


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- ETA: 5s - loss: 0.0701 - acc: 0.9768


24/39 [=================>............]

- ETA: 5s - loss: 0.0691 - acc: 0.9771


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- ETA: 4s - loss: 0.0682 - acc: 0.9774


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- ETA: 4s - loss: 0.0681 - acc: 0.9776


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- ETA: 4s - loss: 0.0696 - acc: 0.9770


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- ETA: 3s - loss: 0.0686 - acc: 0.9773


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- ETA: 3s - loss: 0.0692 - acc: 0.9767


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- ETA: 3s - loss: 0.0687 - acc: 0.9770


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- ETA: 2s - loss: 0.0683 - acc: 0.9770


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- ETA: 2s - loss: 0.0672 - acc: 0.9774


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- ETA: 2s - loss: 0.0663 - acc: 0.9774


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- ETA: 1s - loss: 0.0663 - acc: 0.9772


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- ETA: 1s - loss: 0.0676 - acc: 0.9762


36/39 [==========================>...]

- ETA: 1s - loss: 0.0669 - acc: 0.9765


37/39 [===========================>..]

- ETA: 0s - loss: 0.0670 - acc: 0.9765


38/39 [============================>.]

- ETA: 0s - loss: 0.0662 - acc: 0.9767

128/878 [===>..........................]

- ETA: 0s - loss: 0.2543 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3730 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4102 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4268 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.4453 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.4217 - acc: 0.9193


878/878 [==============================]

- 1s 772us/sample - loss: 0.4019 - acc: 0.9180



39/39 [==============================]

- 14s 367ms/step - loss: 0.0666 - acc: 0.9761 - val_loss: 0.3995 - val_acc: 0.9180


Epoch 72/200

1/39 [..............................]

- ETA: 19s - loss: 0.0478 - acc: 0.9766


2/39 [>.............................]

- ETA: 13s - loss: 0.0402 - acc: 0.9805


3/39 [=>............................]

- ETA: 10s - loss: 0.0649 - acc: 0.9661


4/39 [==>...........................]

- ETA: 9s - loss: 0.0657 - acc: 0.9707


5/39 [==>...........................]

- ETA: 8s - loss: 0.0616 - acc: 0.9742


6/39 [===>..........................]

- ETA: 7s - loss: 0.0565 - acc: 0.9773


7/39 [====>.........................]

- ETA: 7s - loss: 0.0541 - acc: 0.9783


8/39 [=====>........................]

- ETA: 7s - loss: 0.0541 - acc: 0.9791


9/39 [=====>........................]

- ETA: 7s - loss: 0.0525 - acc: 0.9806


10/39 [======>.......................]

- ETA: 7s - loss: 0.0524 - acc: 0.9802


11/39 [=======>......................]

- ETA: 7s - loss: 0.0550 - acc: 0.9798


12/39 [========>.....................]

- ETA: 7s - loss: 0.0551 - acc: 0.9796


13/39 [=========>....................]

- ETA: 7s - loss: 0.0543 - acc: 0.9793


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- ETA: 7s - loss: 0.0570 - acc: 0.9774


15/39 [==========>...................]

- ETA: 6s - loss: 0.0548 - acc: 0.9784


16/39 [===========>..................]

- ETA: 6s - loss: 0.0531 - acc: 0.9793


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- ETA: 6s - loss: 0.0529 - acc: 0.9787


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- ETA: 6s - loss: 0.0527 - acc: 0.9790


19/39 [=============>................]

- ETA: 5s - loss: 0.0517 - acc: 0.9797


20/39 [==============>...............]

- ETA: 5s - loss: 0.0520 - acc: 0.9791


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- ETA: 5s - loss: 0.0545 - acc: 0.9786


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- ETA: 5s - loss: 0.0550 - acc: 0.9789


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- ETA: 4s - loss: 0.0549 - acc: 0.9788


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- ETA: 4s - loss: 0.0555 - acc: 0.9784


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- ETA: 4s - loss: 0.0553 - acc: 0.9783


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- ETA: 4s - loss: 0.0540 - acc: 0.9788


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- ETA: 3s - loss: 0.0557 - acc: 0.9782


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- ETA: 3s - loss: 0.0580 - acc: 0.9781


29/39 [=====================>........]

- ETA: 3s - loss: 0.0601 - acc: 0.9775


30/39 [======================>.......]

- ETA: 2s - loss: 0.0616 - acc: 0.9772


31/39 [======================>.......]

- ETA: 2s - loss: 0.0655 - acc: 0.9754


32/39 [=======================>......]

- ETA: 2s - loss: 0.0643 - acc: 0.9757


33/39 [========================>.....]

- ETA: 1s - loss: 0.0639 - acc: 0.9760


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- ETA: 1s - loss: 0.0654 - acc: 0.9755


35/39 [=========================>....]

- ETA: 1s - loss: 0.0645 - acc: 0.9760


36/39 [==========================>...]

- ETA: 0s - loss: 0.0641 - acc: 0.9760


37/39 [===========================>..]

- ETA: 0s - loss: 0.0656 - acc: 0.9756


38/39 [============================>.]

- ETA: 0s - loss: 0.0654 - acc: 0.9759

128/878 [===>..........................]

- ETA: 0s - loss: 0.2844 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.3586 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.3838 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4098 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.4055 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.3985 - acc: 0.9115


878/878 [==============================]

- 1s 976us/sample - loss: 0.3771 - acc: 0.9134



39/39 [==============================]

- 13s 337ms/step - loss: 0.0644 - acc: 0.9765 - val_loss: 0.3745 - val_acc: 0.9134


Epoch 73/200

1/39 [..............................]

- ETA: 8s - loss: 0.0317 - acc: 0.9844


2/39 [>.............................]

- ETA: 7s - loss: 0.0373 - acc: 0.9805


3/39 [=>............................]

- ETA: 6s - loss: 0.0389 - acc: 0.9792


4/39 [==>...........................]

- ETA: 6s - loss: 0.0483 - acc: 0.9766


5/39 [==>...........................]

- ETA: 6s - loss: 0.0496 - acc: 0.9766


6/39 [===>..........................]

- ETA: 7s - loss: 0.0506 - acc: 0.9753


7/39 [====>.........................]

- ETA: 7s - loss: 0.0503 - acc: 0.9766


8/39 [=====>........................]

- ETA: 8s - loss: 0.0523 - acc: 0.9746


9/39 [=====>........................]

- ETA: 8s - loss: 0.0633 - acc: 0.9757


10/39 [======>.......................]

- ETA: 8s - loss: 0.0798 - acc: 0.9734


11/39 [=======>......................]

- ETA: 8s - loss: 0.0758 - acc: 0.9751


12/39 [========>.....................]

- ETA: 7s - loss: 0.0728 - acc: 0.9759


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- ETA: 7s - loss: 0.0764 - acc: 0.9736


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- ETA: 7s - loss: 0.0747 - acc: 0.9738


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- ETA: 7s - loss: 0.0747 - acc: 0.9740


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- ETA: 7s - loss: 0.0729 - acc: 0.9741


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- ETA: 6s - loss: 0.0721 - acc: 0.9743


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- ETA: 6s - loss: 0.0702 - acc: 0.9748


19/39 [=============>................]

- ETA: 6s - loss: 0.0783 - acc: 0.9729


20/39 [==============>...............]

- ETA: 6s - loss: 0.0775 - acc: 0.9728


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- ETA: 5s - loss: 0.0769 - acc: 0.9734


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- ETA: 5s - loss: 0.0761 - acc: 0.9732


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- ETA: 5s - loss: 0.0750 - acc: 0.9737


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- ETA: 4s - loss: 0.0732 - acc: 0.9741


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- ETA: 4s - loss: 0.0718 - acc: 0.9745


26/39 [===================>..........]

- ETA: 4s - loss: 0.0707 - acc: 0.9752


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- ETA: 3s - loss: 0.0693 - acc: 0.9759


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- ETA: 3s - loss: 0.0676 - acc: 0.9767


29/39 [=====================>........]

- ETA: 3s - loss: 0.0694 - acc: 0.9756


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- ETA: 2s - loss: 0.0699 - acc: 0.9754


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- ETA: 2s - loss: 0.0692 - acc: 0.9754


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- ETA: 2s - loss: 0.0698 - acc: 0.9755


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- ETA: 1s - loss: 0.0712 - acc: 0.9757


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- ETA: 1s - loss: 0.0708 - acc: 0.9755


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- ETA: 1s - loss: 0.0695 - acc: 0.9760


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- ETA: 1s - loss: 0.0693 - acc: 0.9765


37/39 [===========================>..]

- ETA: 0s - loss: 0.0695 - acc: 0.9767


38/39 [============================>.]

- ETA: 0s - loss: 0.0683 - acc: 0.9771

128/878 [===>..........................]

- ETA: 0s - loss: 0.2656 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3885 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3847 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4125 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.4160 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.4155 - acc: 0.9180


878/878 [==============================]

- 1s 605us/sample - loss: 0.3886 - acc: 0.9191



39/39 [==============================]

- 14s 349ms/step - loss: 0.0672 - acc: 0.9777 - val_loss: 0.3853 - val_acc: 0.9191


Epoch 74/200

1/39 [..............................]

- ETA: 5s - loss: 0.0313 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0500 - acc: 0.9844


3/39 [=>............................]

- ETA: 6s - loss: 0.0630 - acc: 0.9766


4/39 [==>...........................]

- ETA: 7s - loss: 0.0564 - acc: 0.9785


5/39 [==>...........................]

- ETA: 8s - loss: 0.0608 - acc: 0.9766


6/39 [===>..........................]

- ETA: 8s - loss: 0.0611 - acc: 0.9753


7/39 [====>.........................]

- ETA: 8s - loss: 0.0622 - acc: 0.9766


8/39 [=====>........................]

- ETA: 8s - loss: 0.0610 - acc: 0.9756


9/39 [=====>........................]

- ETA: 8s - loss: 0.0691 - acc: 0.9740


10/39 [======>.......................]

- ETA: 8s - loss: 0.0651 - acc: 0.9758


11/39 [=======>......................]

- ETA: 8s - loss: 0.0675 - acc: 0.9744


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- ETA: 8s - loss: 0.0734 - acc: 0.9720


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- ETA: 7s - loss: 0.0745 - acc: 0.9700


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- ETA: 7s - loss: 0.0727 - acc: 0.9710


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- ETA: 7s - loss: 0.0767 - acc: 0.9695


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- ETA: 7s - loss: 0.0745 - acc: 0.9704


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- ETA: 6s - loss: 0.0729 - acc: 0.9717


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- ETA: 6s - loss: 0.0732 - acc: 0.9707


19/39 [=============>................]

- ETA: 6s - loss: 0.0728 - acc: 0.9706


20/39 [==============>...............]

- ETA: 6s - loss: 0.0726 - acc: 0.9713


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- ETA: 5s - loss: 0.0702 - acc: 0.9726


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- ETA: 5s - loss: 0.0679 - acc: 0.9739


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- ETA: 5s - loss: 0.0697 - acc: 0.9726


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- ETA: 4s - loss: 0.0693 - acc: 0.9731


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- ETA: 4s - loss: 0.0708 - acc: 0.9736


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- ETA: 4s - loss: 0.0694 - acc: 0.9740


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- ETA: 3s - loss: 0.0687 - acc: 0.9744


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- ETA: 3s - loss: 0.0697 - acc: 0.9736


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- ETA: 3s - loss: 0.0681 - acc: 0.9745


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- ETA: 2s - loss: 0.0669 - acc: 0.9751


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- ETA: 2s - loss: 0.0656 - acc: 0.9757


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- ETA: 2s - loss: 0.0649 - acc: 0.9760


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- ETA: 1s - loss: 0.0644 - acc: 0.9760


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- ETA: 1s - loss: 0.0660 - acc: 0.9755


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- ETA: 1s - loss: 0.0651 - acc: 0.9760


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- ETA: 0s - loss: 0.0656 - acc: 0.9758


37/39 [===========================>..]

- ETA: 0s - loss: 0.0650 - acc: 0.9758


38/39 [============================>.]

- ETA: 0s - loss: 0.0643 - acc: 0.9761

128/878 [===>..........................]

- ETA: 0s - loss: 0.3213 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3952 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.4600 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.4618 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.4612 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.4560 - acc: 0.9115


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4346 - acc: 0.9134



39/39 [==============================]

- 14s 352ms/step - loss: 0.0638 - acc: 0.9763 - val_loss: 0.4320 - val_acc: 0.9134


Epoch 75/200

1/39 [..............................]

- ETA: 6s - loss: 0.0311 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0356 - acc: 0.9844


3/39 [=>............................]

- ETA: 6s - loss: 0.0382 - acc: 0.9870


4/39 [==>...........................]

- ETA: 5s - loss: 0.0482 - acc: 0.9805


5/39 [==>...........................]

- ETA: 5s - loss: 0.0510 - acc: 0.9812


6/39 [===>..........................]

- ETA: 6s - loss: 0.0492 - acc: 0.9831


7/39 [====>.........................]

- ETA: 7s - loss: 0.0542 - acc: 0.9821


8/39 [=====>........................]

- ETA: 7s - loss: 0.0584 - acc: 0.9805


9/39 [=====>........................]

- ETA: 7s - loss: 0.0620 - acc: 0.9783


10/39 [======>.......................]

- ETA: 7s - loss: 0.0590 - acc: 0.9797


11/39 [=======>......................]

- ETA: 7s - loss: 0.0563 - acc: 0.9801


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- ETA: 7s - loss: 0.0539 - acc: 0.9811


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- ETA: 7s - loss: 0.0553 - acc: 0.9814


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- ETA: 7s - loss: 0.0554 - acc: 0.9808


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- ETA: 6s - loss: 0.0558 - acc: 0.9800


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- ETA: 6s - loss: 0.0540 - acc: 0.9808


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- ETA: 6s - loss: 0.0522 - acc: 0.9815


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- ETA: 6s - loss: 0.0514 - acc: 0.9816


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- ETA: 6s - loss: 0.0497 - acc: 0.9822


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- ETA: 5s - loss: 0.0506 - acc: 0.9815


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- ETA: 5s - loss: 0.0510 - acc: 0.9809


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- ETA: 5s - loss: 0.0520 - acc: 0.9807


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- ETA: 4s - loss: 0.0560 - acc: 0.9798


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- ETA: 4s - loss: 0.0552 - acc: 0.9800


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- ETA: 4s - loss: 0.0558 - acc: 0.9793


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- ETA: 4s - loss: 0.0563 - acc: 0.9788


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- ETA: 3s - loss: 0.0557 - acc: 0.9791


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- ETA: 3s - loss: 0.0568 - acc: 0.9790


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- ETA: 3s - loss: 0.0555 - acc: 0.9794


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- ETA: 2s - loss: 0.0545 - acc: 0.9798


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- ETA: 2s - loss: 0.0541 - acc: 0.9800


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- ETA: 2s - loss: 0.0539 - acc: 0.9799


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- ETA: 1s - loss: 0.0541 - acc: 0.9798


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- ETA: 1s - loss: 0.0543 - acc: 0.9792


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- ETA: 1s - loss: 0.0542 - acc: 0.9792


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- ETA: 0s - loss: 0.0542 - acc: 0.9791


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- ETA: 0s - loss: 0.0540 - acc: 0.9794


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- ETA: 0s - loss: 0.0541 - acc: 0.9792

128/878 [===>..........................]

- ETA: 0s - loss: 0.2829 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3093 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.3366 - acc: 0.9193


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- ETA: 0s - loss: 0.3828 - acc: 0.9199


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- ETA: 0s - loss: 0.3855 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.3962 - acc: 0.9180


878/878 [==============================]

- 1s 597us/sample - loss: 0.3741 - acc: 0.9191



39/39 [==============================]

- 13s 340ms/step - loss: 0.0533 - acc: 0.9793 - val_loss: 0.3713 - val_acc: 0.9191


Epoch 76/200

1/39 [..............................]

- ETA: 5s - loss: 0.0372 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0275 - acc: 0.9961


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- ETA: 7s - loss: 0.0345 - acc: 0.9922


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- ETA: 8s - loss: 0.0288 - acc: 0.9941


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- ETA: 8s - loss: 0.0351 - acc: 0.9922


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- ETA: 8s - loss: 0.0392 - acc: 0.9896


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- ETA: 8s - loss: 0.0451 - acc: 0.9877


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- ETA: 8s - loss: 0.0498 - acc: 0.9844


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- ETA: 8s - loss: 0.0495 - acc: 0.9841


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- ETA: 8s - loss: 0.0497 - acc: 0.9833


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- ETA: 8s - loss: 0.0495 - acc: 0.9834


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- ETA: 8s - loss: 0.0518 - acc: 0.9815


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- ETA: 7s - loss: 0.0557 - acc: 0.9805


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- ETA: 7s - loss: 0.0562 - acc: 0.9797


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- ETA: 7s - loss: 0.0560 - acc: 0.9790


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- ETA: 7s - loss: 0.0553 - acc: 0.9783


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- ETA: 6s - loss: 0.0541 - acc: 0.9787


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- ETA: 6s - loss: 0.0549 - acc: 0.9781


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- ETA: 6s - loss: 0.0529 - acc: 0.9789


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- ETA: 6s - loss: 0.0566 - acc: 0.9772


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- ETA: 5s - loss: 0.0564 - acc: 0.9771


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- ETA: 5s - loss: 0.0603 - acc: 0.9764


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- ETA: 5s - loss: 0.0598 - acc: 0.9768


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- ETA: 4s - loss: 0.0616 - acc: 0.9771


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- ETA: 4s - loss: 0.0643 - acc: 0.9764


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- ETA: 4s - loss: 0.0635 - acc: 0.9767


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- ETA: 3s - loss: 0.0627 - acc: 0.9770


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- ETA: 3s - loss: 0.0627 - acc: 0.9773


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- ETA: 3s - loss: 0.0659 - acc: 0.9764


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- ETA: 2s - loss: 0.0646 - acc: 0.9770


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- ETA: 2s - loss: 0.0682 - acc: 0.9764


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- ETA: 2s - loss: 0.0686 - acc: 0.9757


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- ETA: 1s - loss: 0.0692 - acc: 0.9755


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- ETA: 1s - loss: 0.0706 - acc: 0.9751


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- ETA: 1s - loss: 0.0712 - acc: 0.9751


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- ETA: 0s - loss: 0.0714 - acc: 0.9754


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- ETA: 0s - loss: 0.0720 - acc: 0.9748


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- ETA: 0s - loss: 0.0710 - acc: 0.9752

128/878 [===>..........................]

- ETA: 0s - loss: 0.2921 - acc: 0.9609


256/878 [=======>......................]

- ETA: 0s - loss: 0.3372 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.3756 - acc: 0.9245


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- ETA: 0s - loss: 0.4054 - acc: 0.9258


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- ETA: 0s - loss: 0.4131 - acc: 0.9266


768/878 [=========================>....]

- ETA: 0s - loss: 0.4007 - acc: 0.9245


878/878 [==============================]

- 1s 695us/sample - loss: 0.3734 - acc: 0.9260



39/39 [==============================]

- 14s 347ms/step - loss: 0.0698 - acc: 0.9757 - val_loss: 0.3701 - val_acc: 0.9260


Epoch 77/200

1/39 [..............................]

- ETA: 7s - loss: 0.0740 - acc: 0.9844


2/39 [>.............................]

- ETA: 7s - loss: 0.0621 - acc: 0.9844


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- ETA: 8s - loss: 0.0544 - acc: 0.9896


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- ETA: 9s - loss: 0.0517 - acc: 0.9902


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- ETA: 9s - loss: 0.0522 - acc: 0.9891


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- ETA: 9s - loss: 0.0559 - acc: 0.9857


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- ETA: 9s - loss: 0.0570 - acc: 0.9833


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- ETA: 9s - loss: 0.0557 - acc: 0.9844


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- ETA: 9s - loss: 0.0553 - acc: 0.9844


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- ETA: 9s - loss: 0.0536 - acc: 0.9844


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- ETA: 9s - loss: 0.0532 - acc: 0.9844


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- ETA: 8s - loss: 0.0527 - acc: 0.9844


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- ETA: 8s - loss: 0.0566 - acc: 0.9826


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- ETA: 8s - loss: 0.0545 - acc: 0.9833


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- ETA: 7s - loss: 0.0576 - acc: 0.9823


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- ETA: 7s - loss: 0.0567 - acc: 0.9824


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- ETA: 7s - loss: 0.0587 - acc: 0.9812


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- ETA: 6s - loss: 0.0613 - acc: 0.9809


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- ETA: 6s - loss: 0.0604 - acc: 0.9807


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- ETA: 6s - loss: 0.0594 - acc: 0.9812


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- ETA: 6s - loss: 0.0573 - acc: 0.9821


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- ETA: 5s - loss: 0.0572 - acc: 0.9815


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- ETA: 5s - loss: 0.0559 - acc: 0.9820


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- ETA: 5s - loss: 0.0543 - acc: 0.9824


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- ETA: 4s - loss: 0.0545 - acc: 0.9822


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- ETA: 4s - loss: 0.0530 - acc: 0.9828


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- ETA: 4s - loss: 0.0542 - acc: 0.9823


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- ETA: 3s - loss: 0.0538 - acc: 0.9823


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- ETA: 3s - loss: 0.0524 - acc: 0.9827


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- ETA: 3s - loss: 0.0515 - acc: 0.9830


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- ETA: 2s - loss: 0.0515 - acc: 0.9830


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- ETA: 2s - loss: 0.0514 - acc: 0.9831


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- ETA: 2s - loss: 0.0508 - acc: 0.9836


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- ETA: 1s - loss: 0.0510 - acc: 0.9834


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- ETA: 1s - loss: 0.0509 - acc: 0.9834


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- ETA: 1s - loss: 0.0501 - acc: 0.9837


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- ETA: 0s - loss: 0.0494 - acc: 0.9839


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- ETA: 0s - loss: 0.0486 - acc: 0.9841

128/878 [===>..........................]

- ETA: 0s - loss: 0.3842 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3741 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4154 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4873 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.4763 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4565 - acc: 0.9167


878/878 [==============================]

- 1s 640us/sample - loss: 0.4332 - acc: 0.9169



39/39 [==============================]

- 14s 360ms/step - loss: 0.0481 - acc: 0.9843 - val_loss: 0.4303 - val_acc: 0.9169


Epoch 78/200

1/39 [..............................]

- ETA: 5s - loss: 0.0798 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.0590 - acc: 0.9727


3/39 [=>............................]

- ETA: 7s - loss: 0.0503 - acc: 0.9766


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- ETA: 8s - loss: 0.0447 - acc: 0.9785


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- ETA: 8s - loss: 0.0430 - acc: 0.9797


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- ETA: 8s - loss: 0.0414 - acc: 0.9818


7/39 [====>.........................]

- ETA: 9s - loss: 0.0376 - acc: 0.9844


8/39 [=====>........................]

- ETA: 8s - loss: 0.0346 - acc: 0.9854


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- ETA: 8s - loss: 0.0352 - acc: 0.9861


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- ETA: 8s - loss: 0.0365 - acc: 0.9867


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- ETA: 8s - loss: 0.0369 - acc: 0.9872


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- ETA: 8s - loss: 0.0384 - acc: 0.9870


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- ETA: 7s - loss: 0.0442 - acc: 0.9862


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- ETA: 7s - loss: 0.0435 - acc: 0.9866


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- ETA: 7s - loss: 0.0448 - acc: 0.9859


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- ETA: 7s - loss: 0.0478 - acc: 0.9849


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- ETA: 6s - loss: 0.0470 - acc: 0.9848


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- ETA: 6s - loss: 0.0457 - acc: 0.9852


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- ETA: 6s - loss: 0.0467 - acc: 0.9848


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- ETA: 6s - loss: 0.0464 - acc: 0.9848


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- ETA: 5s - loss: 0.0456 - acc: 0.9851


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- ETA: 5s - loss: 0.0445 - acc: 0.9854


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- ETA: 5s - loss: 0.0459 - acc: 0.9851


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- ETA: 4s - loss: 0.0447 - acc: 0.9854


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- ETA: 4s - loss: 0.0445 - acc: 0.9856


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- ETA: 4s - loss: 0.0452 - acc: 0.9850


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- ETA: 3s - loss: 0.0460 - acc: 0.9847


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- ETA: 3s - loss: 0.0456 - acc: 0.9849


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- ETA: 3s - loss: 0.0454 - acc: 0.9849


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- ETA: 2s - loss: 0.0455 - acc: 0.9849


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- ETA: 2s - loss: 0.0467 - acc: 0.9844


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- ETA: 2s - loss: 0.0463 - acc: 0.9844


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- ETA: 1s - loss: 0.0475 - acc: 0.9834


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- ETA: 1s - loss: 0.0477 - acc: 0.9832


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- ETA: 1s - loss: 0.0478 - acc: 0.9834


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- ETA: 0s - loss: 0.0474 - acc: 0.9834


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- ETA: 0s - loss: 0.0492 - acc: 0.9828


38/39 [============================>.]

- ETA: 0s - loss: 0.0497 - acc: 0.9827

128/878 [===>..........................]

- ETA: 0s - loss: 0.3703 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4341 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4435 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4732 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4427 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4296 - acc: 0.9154


878/878 [==============================]

- 1s 610us/sample - loss: 0.4031 - acc: 0.9169



39/39 [==============================]

- 13s 340ms/step - loss: 0.0508 - acc: 0.9825 - val_loss: 0.3999 - val_acc: 0.9169


Epoch 79/200

1/39 [..............................]

- ETA: 20s - loss: 0.0418 - acc: 0.9844


2/39 [>.............................]

- ETA: 21s - loss: 0.0543 - acc: 0.9805


3/39 [=>............................]

- ETA: 16s - loss: 0.0810 - acc: 0.9766


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- ETA: 13s - loss: 0.0773 - acc: 0.9746


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- ETA: 11s - loss: 0.0719 - acc: 0.9766


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- ETA: 10s - loss: 0.0727 - acc: 0.9740


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- ETA: 9s - loss: 0.0733 - acc: 0.9732


8/39 [=====>........................]

- ETA: 9s - loss: 0.0660 - acc: 0.9766


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- ETA: 9s - loss: 0.0609 - acc: 0.9792


10/39 [======>.......................]

- ETA: 9s - loss: 0.0627 - acc: 0.9781


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- ETA: 8s - loss: 0.0652 - acc: 0.9744


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- ETA: 8s - loss: 0.0620 - acc: 0.9759


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- ETA: 8s - loss: 0.0614 - acc: 0.9754


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- ETA: 8s - loss: 0.0618 - acc: 0.9754


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- ETA: 7s - loss: 0.0615 - acc: 0.9755


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- ETA: 7s - loss: 0.0591 - acc: 0.9761


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- ETA: 7s - loss: 0.0588 - acc: 0.9761


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- ETA: 6s - loss: 0.0570 - acc: 0.9774


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- ETA: 6s - loss: 0.0573 - acc: 0.9776


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- ETA: 6s - loss: 0.0551 - acc: 0.9787


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- ETA: 5s - loss: 0.0547 - acc: 0.9783


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- ETA: 5s - loss: 0.0552 - acc: 0.9785


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- ETA: 5s - loss: 0.0556 - acc: 0.9785


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- ETA: 4s - loss: 0.0576 - acc: 0.9781


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- ETA: 4s - loss: 0.0569 - acc: 0.9786


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- ETA: 4s - loss: 0.0567 - acc: 0.9785


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- ETA: 4s - loss: 0.0562 - acc: 0.9788


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- ETA: 3s - loss: 0.0555 - acc: 0.9792


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- ETA: 3s - loss: 0.0571 - acc: 0.9789


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- ETA: 3s - loss: 0.0563 - acc: 0.9793


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- ETA: 2s - loss: 0.0552 - acc: 0.9797


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- ETA: 2s - loss: 0.0550 - acc: 0.9794


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- ETA: 2s - loss: 0.0551 - acc: 0.9793


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- ETA: 1s - loss: 0.0568 - acc: 0.9783


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- ETA: 1s - loss: 0.0578 - acc: 0.9780


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- ETA: 1s - loss: 0.0576 - acc: 0.9778


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- ETA: 0s - loss: 0.0583 - acc: 0.9780


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- ETA: 0s - loss: 0.0585 - acc: 0.9781

128/878 [===>..........................]

- ETA: 0s - loss: 0.2415 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3778 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3998 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.4700 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4623 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4522 - acc: 0.9141


878/878 [==============================]

- 1s 605us/sample - loss: 0.4274 - acc: 0.9169



39/39 [==============================]

- 14s 351ms/step - loss: 0.0578 - acc: 0.9785 - val_loss: 0.4244 - val_acc: 0.9169


Epoch 80/200

1/39 [..............................]

- ETA: 20s - loss: 0.1067 - acc: 0.9844


2/39 [>.............................]

- ETA: 18s - loss: 0.0670 - acc: 0.9883


3/39 [=>............................]

- ETA: 13s - loss: 0.0628 - acc: 0.9870


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- ETA: 11s - loss: 0.0634 - acc: 0.9863


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- ETA: 10s - loss: 0.0715 - acc: 0.9828


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- ETA: 9s - loss: 0.0746 - acc: 0.9831


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- ETA: 8s - loss: 0.0779 - acc: 0.9799


8/39 [=====>........................]

- ETA: 8s - loss: 0.0840 - acc: 0.9766


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- ETA: 8s - loss: 0.0819 - acc: 0.9766


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- ETA: 8s - loss: 0.0790 - acc: 0.9766


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- ETA: 8s - loss: 0.0791 - acc: 0.9751


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- ETA: 8s - loss: 0.0747 - acc: 0.9772


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- ETA: 7s - loss: 0.0784 - acc: 0.9766


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- ETA: 7s - loss: 0.0791 - acc: 0.9760


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- ETA: 7s - loss: 0.0790 - acc: 0.9760


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- ETA: 7s - loss: 0.0765 - acc: 0.9771


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- ETA: 6s - loss: 0.0774 - acc: 0.9770


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- ETA: 6s - loss: 0.0785 - acc: 0.9761


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- ETA: 6s - loss: 0.0772 - acc: 0.9762


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- ETA: 5s - loss: 0.0740 - acc: 0.9773


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- ETA: 5s - loss: 0.0727 - acc: 0.9773


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- ETA: 5s - loss: 0.0728 - acc: 0.9776


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- ETA: 5s - loss: 0.0731 - acc: 0.9772


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- ETA: 4s - loss: 0.0727 - acc: 0.9771


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- ETA: 4s - loss: 0.0724 - acc: 0.9767


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- ETA: 4s - loss: 0.0733 - acc: 0.9770


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- ETA: 3s - loss: 0.0770 - acc: 0.9759


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- ETA: 3s - loss: 0.0766 - acc: 0.9762


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- ETA: 3s - loss: 0.0761 - acc: 0.9762


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- ETA: 2s - loss: 0.0753 - acc: 0.9759


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- ETA: 2s - loss: 0.0738 - acc: 0.9764


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- ETA: 2s - loss: 0.0734 - acc: 0.9762


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- ETA: 1s - loss: 0.0721 - acc: 0.9765


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- ETA: 1s - loss: 0.0714 - acc: 0.9767


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- ETA: 1s - loss: 0.0707 - acc: 0.9767


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- ETA: 0s - loss: 0.0710 - acc: 0.9762


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- ETA: 0s - loss: 0.0708 - acc: 0.9760


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- ETA: 0s - loss: 0.0699 - acc: 0.9763

128/878 [===>..........................]

- ETA: 0s - loss: 0.2640 - acc: 0.9297


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- ETA: 0s - loss: 0.4116 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4523 - acc: 0.9036


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- ETA: 0s - loss: 0.4871 - acc: 0.9062


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- ETA: 0s - loss: 0.4900 - acc: 0.9062


768/878 [=========================>....]

- ETA: 0s - loss: 0.5001 - acc: 0.9049


878/878 [==============================]

- 1s 642us/sample - loss: 0.4640 - acc: 0.9077



39/39 [==============================]

- 13s 335ms/step - loss: 0.0686 - acc: 0.9767 - val_loss: 0.4595 - val_acc: 0.9077


Epoch 81/200

1/39 [..............................]

- ETA: 6s - loss: 0.0338 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0300 - acc: 0.9922


3/39 [=>............................]

- ETA: 8s - loss: 0.0446 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0421 - acc: 0.9817


5/39 [==>...........................]

- ETA: 9s - loss: 0.0425 - acc: 0.9807


6/39 [===>..........................]

- ETA: 9s - loss: 0.0452 - acc: 0.9800


7/39 [====>.........................]

- ETA: 9s - loss: 0.0519 - acc: 0.9772


8/39 [=====>........................]

- ETA: 9s - loss: 0.0479 - acc: 0.9801


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- ETA: 9s - loss: 0.0539 - acc: 0.9806


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- ETA: 8s - loss: 0.0551 - acc: 0.9794


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- ETA: 8s - loss: 0.0652 - acc: 0.9762


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- ETA: 8s - loss: 0.0641 - acc: 0.9769


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- ETA: 8s - loss: 0.0696 - acc: 0.9757


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- ETA: 7s - loss: 0.0686 - acc: 0.9757


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- ETA: 7s - loss: 0.0771 - acc: 0.9742


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- ETA: 7s - loss: 0.0827 - acc: 0.9724


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- ETA: 7s - loss: 0.0837 - acc: 0.9717


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- ETA: 6s - loss: 0.0801 - acc: 0.9733


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- ETA: 6s - loss: 0.0798 - acc: 0.9726


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- ETA: 6s - loss: 0.0835 - acc: 0.9725


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- ETA: 5s - loss: 0.0852 - acc: 0.9712


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- ETA: 5s - loss: 0.0887 - acc: 0.9703


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- ETA: 5s - loss: 0.0866 - acc: 0.9713


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- ETA: 4s - loss: 0.0849 - acc: 0.9718


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- ETA: 4s - loss: 0.0825 - acc: 0.9727


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- ETA: 4s - loss: 0.0837 - acc: 0.9722


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- ETA: 4s - loss: 0.0834 - acc: 0.9718


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- ETA: 3s - loss: 0.0860 - acc: 0.9708


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- ETA: 3s - loss: 0.0852 - acc: 0.9710


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- ETA: 3s - loss: 0.0854 - acc: 0.9710


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- ETA: 2s - loss: 0.0846 - acc: 0.9709


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- ETA: 2s - loss: 0.0844 - acc: 0.9706


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- ETA: 2s - loss: 0.0833 - acc: 0.9705


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- ETA: 1s - loss: 0.0834 - acc: 0.9705


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- ETA: 1s - loss: 0.0827 - acc: 0.9709


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- ETA: 1s - loss: 0.0821 - acc: 0.9712


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- ETA: 0s - loss: 0.0804 - acc: 0.9718


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- ETA: 0s - loss: 0.0809 - acc: 0.9717

128/878 [===>..........................]

- ETA: 0s - loss: 0.3322 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4231 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4583 - acc: 0.8984


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- ETA: 0s - loss: 0.4753 - acc: 0.9023


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- ETA: 0s - loss: 0.4534 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.4545 - acc: 0.9115


878/878 [==============================]

- 1s 611us/sample - loss: 0.4371 - acc: 0.9134



39/39 [==============================]

- 14s 350ms/step - loss: 0.0793 - acc: 0.9725 - val_loss: 0.4350 - val_acc: 0.9134


Epoch 82/200

1/39 [..............................]

- ETA: 6s - loss: 0.0236 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0367 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0379 - acc: 0.9844


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- ETA: 7s - loss: 0.0494 - acc: 0.9844


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- ETA: 8s - loss: 0.0538 - acc: 0.9797


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- ETA: 8s - loss: 0.0551 - acc: 0.9792


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- ETA: 8s - loss: 0.0618 - acc: 0.9777


8/39 [=====>........................]

- ETA: 8s - loss: 0.0595 - acc: 0.9785


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- ETA: 8s - loss: 0.0550 - acc: 0.9809


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- ETA: 8s - loss: 0.0553 - acc: 0.9805


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- ETA: 8s - loss: 0.0547 - acc: 0.9808


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- ETA: 7s - loss: 0.0624 - acc: 0.9798


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- ETA: 7s - loss: 0.0608 - acc: 0.9796


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- ETA: 7s - loss: 0.0575 - acc: 0.9810


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- ETA: 7s - loss: 0.0554 - acc: 0.9823


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- ETA: 6s - loss: 0.0564 - acc: 0.9819


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- ETA: 6s - loss: 0.0557 - acc: 0.9821


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- ETA: 6s - loss: 0.0557 - acc: 0.9822


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- ETA: 6s - loss: 0.0540 - acc: 0.9827


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- ETA: 5s - loss: 0.0529 - acc: 0.9832


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- ETA: 5s - loss: 0.0551 - acc: 0.9818


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- ETA: 5s - loss: 0.0548 - acc: 0.9815


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- ETA: 5s - loss: 0.0543 - acc: 0.9813


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- ETA: 4s - loss: 0.0547 - acc: 0.9805


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- ETA: 4s - loss: 0.0548 - acc: 0.9803


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- ETA: 4s - loss: 0.0587 - acc: 0.9799


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- ETA: 3s - loss: 0.0580 - acc: 0.9797


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- ETA: 3s - loss: 0.0564 - acc: 0.9805


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- ETA: 3s - loss: 0.0565 - acc: 0.9805


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- ETA: 2s - loss: 0.0554 - acc: 0.9812


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- ETA: 2s - loss: 0.0547 - acc: 0.9815


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- ETA: 2s - loss: 0.0543 - acc: 0.9811


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- ETA: 1s - loss: 0.0538 - acc: 0.9812


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- ETA: 1s - loss: 0.0531 - acc: 0.9815


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- ETA: 1s - loss: 0.0530 - acc: 0.9816


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- ETA: 0s - loss: 0.0528 - acc: 0.9815


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- ETA: 0s - loss: 0.0530 - acc: 0.9816


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- ETA: 0s - loss: 0.0536 - acc: 0.9816

128/878 [===>..........................]

- ETA: 0s - loss: 0.2604 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3946 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4487 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4656 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4565 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.4539 - acc: 0.9180


878/878 [==============================]

- 1s 644us/sample - loss: 0.4184 - acc: 0.9214



39/39 [==============================]

- 13s 334ms/step - loss: 0.0536 - acc: 0.9819 - val_loss: 0.4140 - val_acc: 0.9214


Epoch 83/200

1/39 [..............................]

- ETA: 26s - loss: 0.0272 - acc: 0.9922


2/39 [>.............................]

- ETA: 16s - loss: 0.0285 - acc: 0.9883


3/39 [=>............................]

- ETA: 13s - loss: 0.0375 - acc: 0.9818


4/39 [==>...........................]

- ETA: 11s - loss: 0.0422 - acc: 0.9785


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- ETA: 9s - loss: 0.0443 - acc: 0.9766


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- ETA: 8s - loss: 0.0496 - acc: 0.9779


7/39 [====>.........................]

- ETA: 9s - loss: 0.0455 - acc: 0.9810


8/39 [=====>........................]

- ETA: 8s - loss: 0.0516 - acc: 0.9801


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- ETA: 8s - loss: 0.0498 - acc: 0.9806


10/39 [======>.......................]

- ETA: 8s - loss: 0.0500 - acc: 0.9786


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- ETA: 8s - loss: 0.0517 - acc: 0.9784


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- ETA: 8s - loss: 0.0485 - acc: 0.9796


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- ETA: 8s - loss: 0.0501 - acc: 0.9781


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- ETA: 7s - loss: 0.0481 - acc: 0.9791


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- ETA: 7s - loss: 0.0478 - acc: 0.9795


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- ETA: 7s - loss: 0.0504 - acc: 0.9793


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- ETA: 7s - loss: 0.0503 - acc: 0.9796


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- ETA: 6s - loss: 0.0524 - acc: 0.9794


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- ETA: 6s - loss: 0.0533 - acc: 0.9789


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- ETA: 6s - loss: 0.0513 - acc: 0.9799


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- ETA: 5s - loss: 0.0510 - acc: 0.9801


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- ETA: 5s - loss: 0.0530 - acc: 0.9796


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- ETA: 5s - loss: 0.0539 - acc: 0.9795


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- ETA: 4s - loss: 0.0568 - acc: 0.9787


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- ETA: 4s - loss: 0.0548 - acc: 0.9796


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- ETA: 4s - loss: 0.0536 - acc: 0.9798


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- ETA: 3s - loss: 0.0533 - acc: 0.9799


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- ETA: 3s - loss: 0.0574 - acc: 0.9781


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- ETA: 3s - loss: 0.0566 - acc: 0.9786


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- ETA: 2s - loss: 0.0551 - acc: 0.9793


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- ETA: 2s - loss: 0.0571 - acc: 0.9780


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- ETA: 2s - loss: 0.0572 - acc: 0.9779


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- ETA: 1s - loss: 0.0569 - acc: 0.9781


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- ETA: 1s - loss: 0.0565 - acc: 0.9783


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- ETA: 1s - loss: 0.0559 - acc: 0.9787


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- ETA: 0s - loss: 0.0570 - acc: 0.9782


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- ETA: 0s - loss: 0.0565 - acc: 0.9784


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- ETA: 0s - loss: 0.0563 - acc: 0.9785

128/878 [===>..........................]

- ETA: 0s - loss: 0.2501 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3239 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3755 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.4203 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.4257 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.4342 - acc: 0.9076


878/878 [==============================]

- 1s 620us/sample - loss: 0.4056 - acc: 0.9100



39/39 [==============================]

- 14s 348ms/step - loss: 0.0559 - acc: 0.9787 - val_loss: 0.4021 - val_acc: 0.9100


Epoch 84/200

1/39 [..............................]

- ETA: 6s - loss: 0.0639 - acc: 0.9688


2/39 [>.............................]

- ETA: 6s - loss: 0.0539 - acc: 0.9727


3/39 [=>............................]

- ETA: 7s - loss: 0.0411 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0343 - acc: 0.9863


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- ETA: 8s - loss: 0.0384 - acc: 0.9859


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- ETA: 8s - loss: 0.0409 - acc: 0.9844


7/39 [====>.........................]

- ETA: 8s - loss: 0.0467 - acc: 0.9821


8/39 [=====>........................]

- ETA: 8s - loss: 0.0439 - acc: 0.9841


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- ETA: 8s - loss: 0.0423 - acc: 0.9841


10/39 [======>.......................]

- ETA: 8s - loss: 0.0392 - acc: 0.9857


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- ETA: 8s - loss: 0.0417 - acc: 0.9842


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- ETA: 7s - loss: 0.0458 - acc: 0.9829


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- ETA: 7s - loss: 0.0502 - acc: 0.9824


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- ETA: 7s - loss: 0.0528 - acc: 0.9825


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- ETA: 7s - loss: 0.0505 - acc: 0.9832


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- ETA: 6s - loss: 0.0534 - acc: 0.9813


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- ETA: 6s - loss: 0.0516 - acc: 0.9819


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- ETA: 6s - loss: 0.0519 - acc: 0.9816


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- ETA: 6s - loss: 0.0516 - acc: 0.9809


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- ETA: 5s - loss: 0.0536 - acc: 0.9799


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- ETA: 5s - loss: 0.0558 - acc: 0.9786


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- ETA: 5s - loss: 0.0552 - acc: 0.9789


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- ETA: 4s - loss: 0.0567 - acc: 0.9781


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- ETA: 4s - loss: 0.0563 - acc: 0.9787


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- ETA: 4s - loss: 0.0549 - acc: 0.9796


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- ETA: 4s - loss: 0.0539 - acc: 0.9801


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- ETA: 3s - loss: 0.0548 - acc: 0.9799


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- ETA: 3s - loss: 0.0543 - acc: 0.9804


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- ETA: 3s - loss: 0.0549 - acc: 0.9800


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- ETA: 2s - loss: 0.0562 - acc: 0.9798


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- ETA: 2s - loss: 0.0564 - acc: 0.9800


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- ETA: 2s - loss: 0.0569 - acc: 0.9799


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- ETA: 1s - loss: 0.0555 - acc: 0.9805


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- ETA: 1s - loss: 0.0556 - acc: 0.9802


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- ETA: 1s - loss: 0.0565 - acc: 0.9800


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- ETA: 0s - loss: 0.0563 - acc: 0.9802


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- ETA: 0s - loss: 0.0560 - acc: 0.9803


38/39 [============================>.]

- ETA: 0s - loss: 0.0555 - acc: 0.9804

128/878 [===>..........................]

- ETA: 0s - loss: 0.3616 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3941 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4141 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.4427 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.4305 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4172 - acc: 0.9154


878/878 [==============================]

- 1s 634us/sample - loss: 0.3893 - acc: 0.9191



39/39 [==============================]

- 13s 333ms/step - loss: 0.0550 - acc: 0.9807 - val_loss: 0.3859 - val_acc: 0.9191


Epoch 85/200

1/39 [..............................]

- ETA: 5s - loss: 0.0334 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0393 - acc: 0.9766


3/39 [=>............................]

- ETA: 6s - loss: 0.0399 - acc: 0.9792


4/39 [==>...........................]

- ETA: 7s - loss: 0.0354 - acc: 0.9824


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- ETA: 8s - loss: 0.0440 - acc: 0.9812


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- ETA: 8s - loss: 0.0466 - acc: 0.9792


7/39 [====>.........................]

- ETA: 8s - loss: 0.0462 - acc: 0.9788


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- ETA: 8s - loss: 0.0475 - acc: 0.9785


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- ETA: 8s - loss: 0.0469 - acc: 0.9792


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- ETA: 8s - loss: 0.0575 - acc: 0.9766


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- ETA: 8s - loss: 0.0590 - acc: 0.9766


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- ETA: 8s - loss: 0.0588 - acc: 0.9772


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- ETA: 8s - loss: 0.0572 - acc: 0.9784


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- ETA: 7s - loss: 0.0556 - acc: 0.9794


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- ETA: 7s - loss: 0.0534 - acc: 0.9802


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- ETA: 7s - loss: 0.0528 - acc: 0.9810


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- ETA: 6s - loss: 0.0517 - acc: 0.9812


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- ETA: 6s - loss: 0.0528 - acc: 0.9805


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- ETA: 6s - loss: 0.0526 - acc: 0.9801


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- ETA: 6s - loss: 0.0530 - acc: 0.9799


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- ETA: 5s - loss: 0.0519 - acc: 0.9801


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- ETA: 5s - loss: 0.0534 - acc: 0.9803


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- ETA: 5s - loss: 0.0524 - acc: 0.9809


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- ETA: 4s - loss: 0.0543 - acc: 0.9800


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- ETA: 4s - loss: 0.0545 - acc: 0.9796


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- ETA: 4s - loss: 0.0546 - acc: 0.9791


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- ETA: 3s - loss: 0.0531 - acc: 0.9799


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- ETA: 3s - loss: 0.0524 - acc: 0.9801


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- ETA: 3s - loss: 0.0535 - acc: 0.9794


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- ETA: 2s - loss: 0.0559 - acc: 0.9796


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- ETA: 2s - loss: 0.0566 - acc: 0.9787


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- ETA: 2s - loss: 0.0563 - acc: 0.9789


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- ETA: 1s - loss: 0.0569 - acc: 0.9786


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- ETA: 1s - loss: 0.0562 - acc: 0.9788


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- ETA: 1s - loss: 0.0564 - acc: 0.9789


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- ETA: 0s - loss: 0.0568 - acc: 0.9784


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- ETA: 0s - loss: 0.0573 - acc: 0.9777


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- ETA: 0s - loss: 0.0572 - acc: 0.9777

128/878 [===>..........................]

- ETA: 0s - loss: 0.3232 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4132 - acc: 0.8945


384/878 [============>.................]

- ETA: 0s - loss: 0.4419 - acc: 0.8932


512/878 [================>.............]

- ETA: 0s - loss: 0.4656 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.4669 - acc: 0.9031


768/878 [=========================>....]

- ETA: 0s - loss: 0.4686 - acc: 0.9036


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4397 - acc: 0.9032



39/39 [==============================]

- 14s 353ms/step - loss: 0.0572 - acc: 0.9775 - val_loss: 0.4362 - val_acc: 0.9032


Epoch 86/200

1/39 [..............................]

- ETA: 7s - loss: 0.0415 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0634 - acc: 0.9766


3/39 [=>............................]

- ETA: 6s - loss: 0.0771 - acc: 0.9714


4/39 [==>...........................]

- ETA: 6s - loss: 0.0990 - acc: 0.9648


5/39 [==>...........................]

- ETA: 6s - loss: 0.0846 - acc: 0.9703


6/39 [===>..........................]

- ETA: 6s - loss: 0.0724 - acc: 0.9753


7/39 [====>.........................]

- ETA: 7s - loss: 0.0728 - acc: 0.9766


8/39 [=====>........................]

- ETA: 7s - loss: 0.0712 - acc: 0.9756


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- ETA: 7s - loss: 0.0688 - acc: 0.9757


10/39 [======>.......................]

- ETA: 7s - loss: 0.0685 - acc: 0.9758


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- ETA: 7s - loss: 0.0685 - acc: 0.9773


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- ETA: 7s - loss: 0.0639 - acc: 0.9792


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- ETA: 6s - loss: 0.0616 - acc: 0.9796


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- ETA: 6s - loss: 0.0657 - acc: 0.9788


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- ETA: 6s - loss: 0.0694 - acc: 0.9776


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- ETA: 6s - loss: 0.0683 - acc: 0.9775


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- ETA: 6s - loss: 0.0664 - acc: 0.9784


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- ETA: 5s - loss: 0.0662 - acc: 0.9783


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- ETA: 5s - loss: 0.0644 - acc: 0.9790


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- ETA: 5s - loss: 0.0626 - acc: 0.9797


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- ETA: 5s - loss: 0.0624 - acc: 0.9795


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- ETA: 4s - loss: 0.0609 - acc: 0.9801


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- ETA: 4s - loss: 0.0586 - acc: 0.9810


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- ETA: 4s - loss: 0.0569 - acc: 0.9818


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- ETA: 4s - loss: 0.0564 - acc: 0.9819


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- ETA: 3s - loss: 0.0569 - acc: 0.9823


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- ETA: 3s - loss: 0.0566 - acc: 0.9818


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- ETA: 3s - loss: 0.0559 - acc: 0.9816


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- ETA: 3s - loss: 0.0547 - acc: 0.9820


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- ETA: 2s - loss: 0.0550 - acc: 0.9818


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- ETA: 2s - loss: 0.0571 - acc: 0.9814


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- ETA: 2s - loss: 0.0568 - acc: 0.9812


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- ETA: 1s - loss: 0.0563 - acc: 0.9815


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- ETA: 1s - loss: 0.0557 - acc: 0.9818


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- ETA: 1s - loss: 0.0548 - acc: 0.9823


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- ETA: 0s - loss: 0.0559 - acc: 0.9817


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- ETA: 0s - loss: 0.0564 - acc: 0.9813


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- ETA: 0s - loss: 0.0554 - acc: 0.9816

128/878 [===>..........................]

- ETA: 0s - loss: 0.4371 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.4401 - acc: 0.8906


384/878 [============>.................]

- ETA: 0s - loss: 0.5059 - acc: 0.8906


512/878 [================>.............]

- ETA: 0s - loss: 0.5410 - acc: 0.8887


640/878 [====================>.........]

- ETA: 0s - loss: 0.5354 - acc: 0.8938


768/878 [=========================>....]

- ETA: 0s - loss: 0.5531 - acc: 0.8893


878/878 [==============================]

- 1s 612us/sample - loss: 0.5357 - acc: 0.8884



39/39 [==============================]

- 13s 322ms/step - loss: 0.0566 - acc: 0.9811 - val_loss: 0.5335 - val_acc: 0.8884


Epoch 87/200

1/39 [..............................]

- ETA: 5s - loss: 0.1644 - acc: 0.9453


2/39 [>.............................]

- ETA: 6s - loss: 0.1085 - acc: 0.9531


3/39 [=>............................]

- ETA: 8s - loss: 0.0854 - acc: 0.9661


4/39 [==>...........................]

- ETA: 9s - loss: 0.0863 - acc: 0.9609


5/39 [==>...........................]

- ETA: 9s - loss: 0.0766 - acc: 0.9672


6/39 [===>..........................]

- ETA: 9s - loss: 0.0692 - acc: 0.9701


7/39 [====>.........................]

- ETA: 9s - loss: 0.0690 - acc: 0.9676


8/39 [=====>........................]

- ETA: 9s - loss: 0.0661 - acc: 0.9707


9/39 [=====>........................]

- ETA: 9s - loss: 0.0674 - acc: 0.9722


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- ETA: 8s - loss: 0.0676 - acc: 0.9738


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- ETA: 8s - loss: 0.0696 - acc: 0.9741


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- ETA: 8s - loss: 0.0697 - acc: 0.9743


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- ETA: 8s - loss: 0.0693 - acc: 0.9739


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- ETA: 8s - loss: 0.0678 - acc: 0.9752


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- ETA: 7s - loss: 0.0674 - acc: 0.9758


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- ETA: 7s - loss: 0.0643 - acc: 0.9768


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- ETA: 7s - loss: 0.0632 - acc: 0.9773


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- ETA: 6s - loss: 0.0646 - acc: 0.9772


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- ETA: 6s - loss: 0.0665 - acc: 0.9768


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- ETA: 6s - loss: 0.0683 - acc: 0.9760


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- ETA: 5s - loss: 0.0674 - acc: 0.9760


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- ETA: 5s - loss: 0.0683 - acc: 0.9746


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- ETA: 5s - loss: 0.0690 - acc: 0.9747


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- ETA: 4s - loss: 0.0699 - acc: 0.9751


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- ETA: 4s - loss: 0.0695 - acc: 0.9755


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- ETA: 4s - loss: 0.0683 - acc: 0.9758


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- ETA: 3s - loss: 0.0710 - acc: 0.9756


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- ETA: 3s - loss: 0.0693 - acc: 0.9762


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- ETA: 3s - loss: 0.0686 - acc: 0.9764


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- ETA: 2s - loss: 0.0674 - acc: 0.9767


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- ETA: 2s - loss: 0.0666 - acc: 0.9764


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- ETA: 2s - loss: 0.0657 - acc: 0.9767


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- ETA: 2s - loss: 0.0663 - acc: 0.9760


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- ETA: 1s - loss: 0.0649 - acc: 0.9767


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- ETA: 1s - loss: 0.0655 - acc: 0.9760


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- ETA: 1s - loss: 0.0640 - acc: 0.9767


37/39 [===========================>..]

- ETA: 0s - loss: 0.0629 - acc: 0.9771


38/39 [============================>.]

- ETA: 0s - loss: 0.0626 - acc: 0.9771

128/878 [===>..........................]

- ETA: 0s - loss: 0.3880 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4341 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.5081 - acc: 0.8932


512/878 [================>.............]

- ETA: 0s - loss: 0.5453 - acc: 0.9004


640/878 [====================>.........]

- ETA: 0s - loss: 0.5300 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5104 - acc: 0.9049


878/878 [==============================]

- 1s 619us/sample - loss: 0.4853 - acc: 0.9043



39/39 [==============================]

- 14s 351ms/step - loss: 0.0631 - acc: 0.9767 - val_loss: 0.4822 - val_acc: 0.9043


Epoch 88/200

1/39 [..............................]

- ETA: 6s - loss: 0.0927 - acc: 0.9609


2/39 [>.............................]

- ETA: 6s - loss: 0.0941 - acc: 0.9662


3/39 [=>............................]

- ETA: 6s - loss: 0.0793 - acc: 0.9699


4/39 [==>...........................]

- ETA: 7s - loss: 0.0668 - acc: 0.9757


5/39 [==>...........................]

- ETA: 7s - loss: 0.0636 - acc: 0.9758


6/39 [===>..........................]

- ETA: 8s - loss: 0.0588 - acc: 0.9773


7/39 [====>.........................]

- ETA: 8s - loss: 0.0607 - acc: 0.9772


8/39 [=====>........................]

- ETA: 8s - loss: 0.0595 - acc: 0.9781


9/39 [=====>........................]

- ETA: 8s - loss: 0.0559 - acc: 0.9797


10/39 [======>.......................]

- ETA: 8s - loss: 0.0535 - acc: 0.9802


11/39 [=======>......................]

- ETA: 7s - loss: 0.0515 - acc: 0.9806


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- ETA: 7s - loss: 0.0510 - acc: 0.9809


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- ETA: 7s - loss: 0.0507 - acc: 0.9805


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- ETA: 7s - loss: 0.0566 - acc: 0.9803


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- ETA: 7s - loss: 0.0584 - acc: 0.9800


16/39 [===========>..................]

- ETA: 6s - loss: 0.0566 - acc: 0.9808


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- ETA: 6s - loss: 0.0558 - acc: 0.9805


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- ETA: 6s - loss: 0.0547 - acc: 0.9807


19/39 [=============>................]

- ETA: 6s - loss: 0.0591 - acc: 0.9797


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- ETA: 5s - loss: 0.0576 - acc: 0.9803


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- ETA: 5s - loss: 0.0565 - acc: 0.9801


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- ETA: 5s - loss: 0.0558 - acc: 0.9803


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- ETA: 4s - loss: 0.0565 - acc: 0.9802


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- ETA: 4s - loss: 0.0560 - acc: 0.9807


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- ETA: 4s - loss: 0.0566 - acc: 0.9799


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- ETA: 4s - loss: 0.0562 - acc: 0.9801


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- ETA: 3s - loss: 0.0551 - acc: 0.9805


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- ETA: 3s - loss: 0.0546 - acc: 0.9806


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- ETA: 3s - loss: 0.0544 - acc: 0.9808


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- ETA: 2s - loss: 0.0538 - acc: 0.9809


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- ETA: 2s - loss: 0.0531 - acc: 0.9808


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- ETA: 2s - loss: 0.0519 - acc: 0.9814


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- ETA: 1s - loss: 0.0513 - acc: 0.9815


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- ETA: 1s - loss: 0.0505 - acc: 0.9815


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- ETA: 1s - loss: 0.0502 - acc: 0.9816


36/39 [==========================>...]

- ETA: 0s - loss: 0.0492 - acc: 0.9821


37/39 [===========================>..]

- ETA: 0s - loss: 0.0494 - acc: 0.9820


38/39 [============================>.]

- ETA: 0s - loss: 0.0490 - acc: 0.9820

128/878 [===>..........................]

- ETA: 0s - loss: 0.3345 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4363 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4585 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4655 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4890 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.4886 - acc: 0.9167


878/878 [==============================]

- 1s 659us/sample - loss: 0.4583 - acc: 0.9169



39/39 [==============================]

- 13s 333ms/step - loss: 0.0494 - acc: 0.9821 - val_loss: 0.4546 - val_acc: 0.9169


Epoch 89/200

1/39 [..............................]

- ETA: 5s - loss: 0.0531 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0560 - acc: 0.9844


3/39 [=>............................]

- ETA: 8s - loss: 0.0437 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0408 - acc: 0.9863


5/39 [==>...........................]

- ETA: 9s - loss: 0.0397 - acc: 0.9859


6/39 [===>..........................]

- ETA: 9s - loss: 0.0386 - acc: 0.9870


7/39 [====>.........................]

- ETA: 9s - loss: 0.0380 - acc: 0.9855


8/39 [=====>........................]

- ETA: 9s - loss: 0.0376 - acc: 0.9844


9/39 [=====>........................]

- ETA: 9s - loss: 0.0377 - acc: 0.9835


10/39 [======>.......................]

- ETA: 9s - loss: 0.0371 - acc: 0.9836


11/39 [=======>......................]

- ETA: 9s - loss: 0.0392 - acc: 0.9837


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- ETA: 8s - loss: 0.0406 - acc: 0.9837


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- ETA: 8s - loss: 0.0390 - acc: 0.9844


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- ETA: 8s - loss: 0.0372 - acc: 0.9855


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- ETA: 8s - loss: 0.0372 - acc: 0.9859


16/39 [===========>..................]

- ETA: 7s - loss: 0.0412 - acc: 0.9849


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- ETA: 7s - loss: 0.0395 - acc: 0.9858


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- ETA: 7s - loss: 0.0394 - acc: 0.9852


19/39 [=============>................]

- ETA: 6s - loss: 0.0394 - acc: 0.9852


20/39 [==============>...............]

- ETA: 6s - loss: 0.0401 - acc: 0.9844


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- ETA: 6s - loss: 0.0408 - acc: 0.9844


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- ETA: 5s - loss: 0.0401 - acc: 0.9847


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- ETA: 5s - loss: 0.0396 - acc: 0.9847


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- ETA: 5s - loss: 0.0414 - acc: 0.9840


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- ETA: 4s - loss: 0.0420 - acc: 0.9837


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- ETA: 4s - loss: 0.0406 - acc: 0.9844


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- ETA: 4s - loss: 0.0415 - acc: 0.9844


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- ETA: 3s - loss: 0.0415 - acc: 0.9844


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- ETA: 3s - loss: 0.0413 - acc: 0.9843


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- ETA: 3s - loss: 0.0421 - acc: 0.9838


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- ETA: 2s - loss: 0.0418 - acc: 0.9840


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- ETA: 2s - loss: 0.0437 - acc: 0.9836


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- ETA: 2s - loss: 0.0439 - acc: 0.9836


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- ETA: 1s - loss: 0.0452 - acc: 0.9832


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- ETA: 1s - loss: 0.0452 - acc: 0.9832


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- ETA: 1s - loss: 0.0454 - acc: 0.9828


37/39 [===========================>..]

- ETA: 0s - loss: 0.0448 - acc: 0.9830


38/39 [============================>.]

- ETA: 0s - loss: 0.0456 - acc: 0.9825

128/878 [===>..........................]

- ETA: 0s - loss: 0.3389 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4442 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4610 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.5005 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.4695 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.4641 - acc: 0.9115


878/878 [==============================]

- 1s 652us/sample - loss: 0.4389 - acc: 0.9134



39/39 [==============================]

- 14s 359ms/step - loss: 0.0461 - acc: 0.9821 - val_loss: 0.4359 - val_acc: 0.9134


Epoch 90/200

1/39 [..............................]

- ETA: 5s - loss: 0.0265 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0286 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0456 - acc: 0.9844


4/39 [==>...........................]

- ETA: 7s - loss: 0.0459 - acc: 0.9863


5/39 [==>...........................]

- ETA: 8s - loss: 0.0464 - acc: 0.9844


6/39 [===>..........................]

- ETA: 8s - loss: 0.0443 - acc: 0.9844


7/39 [====>.........................]

- ETA: 8s - loss: 0.0435 - acc: 0.9855


8/39 [=====>........................]

- ETA: 8s - loss: 0.0432 - acc: 0.9854


9/39 [=====>........................]

- ETA: 8s - loss: 0.0402 - acc: 0.9868


10/39 [======>.......................]

- ETA: 8s - loss: 0.0433 - acc: 0.9865


11/39 [=======>......................]

- ETA: 8s - loss: 0.0414 - acc: 0.9878


12/39 [========>.....................]

- ETA: 7s - loss: 0.0408 - acc: 0.9875


13/39 [=========>....................]

- ETA: 7s - loss: 0.0392 - acc: 0.9878


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- ETA: 7s - loss: 0.0373 - acc: 0.9887


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- ETA: 7s - loss: 0.0361 - acc: 0.9895


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- ETA: 7s - loss: 0.0352 - acc: 0.9897


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- ETA: 6s - loss: 0.0363 - acc: 0.9889


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- ETA: 6s - loss: 0.0379 - acc: 0.9877


19/39 [=============>................]

- ETA: 6s - loss: 0.0399 - acc: 0.9876


20/39 [==============>...............]

- ETA: 5s - loss: 0.0384 - acc: 0.9882


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- ETA: 5s - loss: 0.0402 - acc: 0.9876


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- ETA: 5s - loss: 0.0399 - acc: 0.9875


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- ETA: 5s - loss: 0.0398 - acc: 0.9874


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- ETA: 4s - loss: 0.0414 - acc: 0.9872


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- ETA: 4s - loss: 0.0440 - acc: 0.9865


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- ETA: 4s - loss: 0.0429 - acc: 0.9870


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- ETA: 3s - loss: 0.0415 - acc: 0.9875


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- ETA: 3s - loss: 0.0449 - acc: 0.9863


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- ETA: 3s - loss: 0.0487 - acc: 0.9846


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- ETA: 2s - loss: 0.0484 - acc: 0.9846


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- ETA: 2s - loss: 0.0474 - acc: 0.9851


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- ETA: 2s - loss: 0.0470 - acc: 0.9853


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- ETA: 1s - loss: 0.0464 - acc: 0.9855


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- ETA: 1s - loss: 0.0467 - acc: 0.9855


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- ETA: 1s - loss: 0.0483 - acc: 0.9852


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- ETA: 0s - loss: 0.0477 - acc: 0.9854


37/39 [===========================>..]

- ETA: 0s - loss: 0.0486 - acc: 0.9852


38/39 [============================>.]

- ETA: 0s - loss: 0.0487 - acc: 0.9851

128/878 [===>..........................]

- ETA: 0s - loss: 0.3198 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3365 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.3121 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.3705 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.3850 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.3930 - acc: 0.9154


878/878 [==============================]

- 1s 630us/sample - loss: 0.3729 - acc: 0.9226



39/39 [==============================]

- 13s 341ms/step - loss: 0.0491 - acc: 0.9851 - val_loss: 0.3704 - val_acc: 0.9226


Epoch 91/200

1/39 [..............................]

- ETA: 5s - loss: 0.0255 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0301 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0430 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0362 - acc: 0.9863


5/39 [==>...........................]

- ETA: 8s - loss: 0.0312 - acc: 0.9891


6/39 [===>..........................]

- ETA: 8s - loss: 0.0329 - acc: 0.9896


7/39 [====>.........................]

- ETA: 8s - loss: 0.0301 - acc: 0.9909


8/39 [=====>........................]

- ETA: 8s - loss: 0.0352 - acc: 0.9891


9/39 [=====>........................]

- ETA: 8s - loss: 0.0448 - acc: 0.9859


10/39 [======>.......................]

- ETA: 8s - loss: 0.0429 - acc: 0.9873


11/39 [=======>......................]

- ETA: 8s - loss: 0.0421 - acc: 0.9870


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- ETA: 8s - loss: 0.0478 - acc: 0.9855


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- ETA: 7s - loss: 0.0477 - acc: 0.9854


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- ETA: 7s - loss: 0.0450 - acc: 0.9865


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- ETA: 7s - loss: 0.0442 - acc: 0.9863


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- ETA: 7s - loss: 0.0431 - acc: 0.9867


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- ETA: 6s - loss: 0.0427 - acc: 0.9866


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- ETA: 6s - loss: 0.0433 - acc: 0.9860


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- ETA: 6s - loss: 0.0426 - acc: 0.9863


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- ETA: 6s - loss: 0.0446 - acc: 0.9858


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- ETA: 5s - loss: 0.0458 - acc: 0.9854


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- ETA: 5s - loss: 0.0443 - acc: 0.9857


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- ETA: 5s - loss: 0.0427 - acc: 0.9863


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- ETA: 4s - loss: 0.0437 - acc: 0.9862


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- ETA: 4s - loss: 0.0443 - acc: 0.9859


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- ETA: 4s - loss: 0.0432 - acc: 0.9861


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- ETA: 3s - loss: 0.0442 - acc: 0.9855


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- ETA: 3s - loss: 0.0452 - acc: 0.9849


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- ETA: 3s - loss: 0.0445 - acc: 0.9851


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- ETA: 2s - loss: 0.0439 - acc: 0.9856


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- ETA: 2s - loss: 0.0445 - acc: 0.9853


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- ETA: 2s - loss: 0.0467 - acc: 0.9843


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- ETA: 1s - loss: 0.0473 - acc: 0.9845


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- ETA: 1s - loss: 0.0475 - acc: 0.9841


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- ETA: 1s - loss: 0.0468 - acc: 0.9843


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- ETA: 1s - loss: 0.0476 - acc: 0.9839


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- ETA: 0s - loss: 0.0466 - acc: 0.9843


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- ETA: 0s - loss: 0.0467 - acc: 0.9839

128/878 [===>..........................]

- ETA: 0s - loss: 0.2388 - acc: 0.9688


256/878 [=======>......................]

- ETA: 0s - loss: 0.3431 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.3718 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.4263 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.4245 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.4229 - acc: 0.9232


878/878 [==============================]

- 1s 651us/sample - loss: 0.4005 - acc: 0.9260



39/39 [==============================]

- 14s 350ms/step - loss: 0.0464 - acc: 0.9839 - val_loss: 0.3978 - val_acc: 0.9260


Epoch 92/200

1/39 [..............................]

- ETA: 5s - loss: 0.0638 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0440 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0318 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0270 - acc: 0.9922


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- ETA: 9s - loss: 0.0281 - acc: 0.9922


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- ETA: 9s - loss: 0.0276 - acc: 0.9922


7/39 [====>.........................]

- ETA: 9s - loss: 0.0396 - acc: 0.9888


8/39 [=====>........................]

- ETA: 9s - loss: 0.0373 - acc: 0.9893


9/39 [=====>........................]

- ETA: 8s - loss: 0.0349 - acc: 0.9905


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- ETA: 8s - loss: 0.0327 - acc: 0.9914


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- ETA: 8s - loss: 0.0317 - acc: 0.9915


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- ETA: 8s - loss: 0.0342 - acc: 0.9909


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- ETA: 8s - loss: 0.0389 - acc: 0.9904


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- ETA: 7s - loss: 0.0367 - acc: 0.9911


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- ETA: 7s - loss: 0.0425 - acc: 0.9901


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- ETA: 7s - loss: 0.0408 - acc: 0.9907


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- ETA: 6s - loss: 0.0426 - acc: 0.9898


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- ETA: 6s - loss: 0.0429 - acc: 0.9895


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- ETA: 6s - loss: 0.0480 - acc: 0.9872


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- ETA: 6s - loss: 0.0463 - acc: 0.9878


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- ETA: 5s - loss: 0.0499 - acc: 0.9865


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- ETA: 5s - loss: 0.0508 - acc: 0.9861


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- ETA: 5s - loss: 0.0492 - acc: 0.9863


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- ETA: 4s - loss: 0.0517 - acc: 0.9853


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- ETA: 4s - loss: 0.0507 - acc: 0.9852


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- ETA: 4s - loss: 0.0506 - acc: 0.9852


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- ETA: 3s - loss: 0.0508 - acc: 0.9852


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- ETA: 3s - loss: 0.0504 - acc: 0.9851


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- ETA: 3s - loss: 0.0492 - acc: 0.9856


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- ETA: 2s - loss: 0.0485 - acc: 0.9859


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- ETA: 2s - loss: 0.0512 - acc: 0.9848


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- ETA: 2s - loss: 0.0504 - acc: 0.9853


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- ETA: 1s - loss: 0.0496 - acc: 0.9855


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- ETA: 1s - loss: 0.0490 - acc: 0.9855


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- ETA: 1s - loss: 0.0498 - acc: 0.9848


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- ETA: 0s - loss: 0.0489 - acc: 0.9850


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- ETA: 0s - loss: 0.0486 - acc: 0.9847


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- ETA: 0s - loss: 0.0484 - acc: 0.9847

128/878 [===>..........................]

- ETA: 0s - loss: 0.2402 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3297 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.3571 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.4103 - acc: 0.9199


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- ETA: 0s - loss: 0.4198 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.4196 - acc: 0.9180


878/878 [==============================]

- 1s 620us/sample - loss: 0.3949 - acc: 0.9214



39/39 [==============================]

- 13s 339ms/step - loss: 0.0481 - acc: 0.9849 - val_loss: 0.3919 - val_acc: 0.9214


Epoch 93/200

1/39 [..............................]

- ETA: 24s - loss: 0.0143 - acc: 1.0000


2/39 [>.............................]

- ETA: 15s - loss: 0.0305 - acc: 0.9883


3/39 [=>............................]

- ETA: 12s - loss: 0.0251 - acc: 0.9922


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- ETA: 10s - loss: 0.0231 - acc: 0.9941


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- ETA: 9s - loss: 0.0274 - acc: 0.9906


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- ETA: 9s - loss: 0.0324 - acc: 0.9909


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- ETA: 9s - loss: 0.0337 - acc: 0.9911


8/39 [=====>........................]

- ETA: 9s - loss: 0.0365 - acc: 0.9893


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- ETA: 9s - loss: 0.0366 - acc: 0.9887


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- ETA: 8s - loss: 0.0388 - acc: 0.9883


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- ETA: 8s - loss: 0.0366 - acc: 0.9886


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- ETA: 8s - loss: 0.0368 - acc: 0.9889


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- ETA: 8s - loss: 0.0349 - acc: 0.9898


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- ETA: 8s - loss: 0.0365 - acc: 0.9900


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- ETA: 7s - loss: 0.0381 - acc: 0.9891


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- ETA: 7s - loss: 0.0361 - acc: 0.9897


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- ETA: 7s - loss: 0.0342 - acc: 0.9903


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- ETA: 6s - loss: 0.0341 - acc: 0.9904


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- ETA: 6s - loss: 0.0332 - acc: 0.9905


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- ETA: 6s - loss: 0.0353 - acc: 0.9898


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- ETA: 5s - loss: 0.0349 - acc: 0.9895


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- ETA: 5s - loss: 0.0360 - acc: 0.9889


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- ETA: 5s - loss: 0.0381 - acc: 0.9880


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- ETA: 4s - loss: 0.0373 - acc: 0.9882


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- ETA: 4s - loss: 0.0371 - acc: 0.9881


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- ETA: 4s - loss: 0.0372 - acc: 0.9882


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- ETA: 3s - loss: 0.0378 - acc: 0.9881


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- ETA: 3s - loss: 0.0378 - acc: 0.9882


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- ETA: 3s - loss: 0.0398 - acc: 0.9881


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- ETA: 2s - loss: 0.0395 - acc: 0.9882


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- ETA: 2s - loss: 0.0398 - acc: 0.9884


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- ETA: 2s - loss: 0.0396 - acc: 0.9885


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- ETA: 2s - loss: 0.0404 - acc: 0.9881


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- ETA: 1s - loss: 0.0407 - acc: 0.9878


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- ETA: 1s - loss: 0.0415 - acc: 0.9877


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- ETA: 1s - loss: 0.0407 - acc: 0.9880


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- ETA: 0s - loss: 0.0407 - acc: 0.9881


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- ETA: 0s - loss: 0.0409 - acc: 0.9880

128/878 [===>..........................]

- ETA: 0s - loss: 0.2652 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3145 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3438 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.3643 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.3658 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.3661 - acc: 0.9193


878/878 [==============================]

- 1s 622us/sample - loss: 0.3514 - acc: 0.9214



39/39 [==============================]

- 14s 350ms/step - loss: 0.0409 - acc: 0.9877 - val_loss: 0.3496 - val_acc: 0.9214


Epoch 94/200

1/39 [..............................]

- ETA: 20s - loss: 0.0244 - acc: 0.9922


2/39 [>.............................]

- ETA: 16s - loss: 0.0290 - acc: 0.9922


3/39 [=>............................]

- ETA: 13s - loss: 0.0450 - acc: 0.9870


4/39 [==>...........................]

- ETA: 10s - loss: 0.0530 - acc: 0.9824


5/39 [==>...........................]

- ETA: 9s - loss: 0.0463 - acc: 0.9844


6/39 [===>..........................]

- ETA: 8s - loss: 0.0419 - acc: 0.9857


7/39 [====>.........................]

- ETA: 8s - loss: 0.0367 - acc: 0.9877


8/39 [=====>........................]

- ETA: 8s - loss: 0.0357 - acc: 0.9883


9/39 [=====>........................]

- ETA: 8s - loss: 0.0361 - acc: 0.9887


10/39 [======>.......................]

- ETA: 8s - loss: 0.0490 - acc: 0.9867


11/39 [=======>......................]

- ETA: 8s - loss: 0.0465 - acc: 0.9872


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- ETA: 8s - loss: 0.0449 - acc: 0.9876


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- ETA: 7s - loss: 0.0436 - acc: 0.9874


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- ETA: 7s - loss: 0.0479 - acc: 0.9855


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- ETA: 7s - loss: 0.0473 - acc: 0.9859


16/39 [===========>..................]

- ETA: 7s - loss: 0.0496 - acc: 0.9849


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- ETA: 6s - loss: 0.0484 - acc: 0.9853


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- ETA: 6s - loss: 0.0469 - acc: 0.9857


19/39 [=============>................]

- ETA: 6s - loss: 0.0473 - acc: 0.9856


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- ETA: 5s - loss: 0.0457 - acc: 0.9859


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- ETA: 5s - loss: 0.0458 - acc: 0.9851


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- ETA: 5s - loss: 0.0438 - acc: 0.9858


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- ETA: 5s - loss: 0.0420 - acc: 0.9864


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- ETA: 4s - loss: 0.0417 - acc: 0.9863


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- ETA: 4s - loss: 0.0419 - acc: 0.9862


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- ETA: 4s - loss: 0.0412 - acc: 0.9868


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- ETA: 3s - loss: 0.0440 - acc: 0.9852


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- ETA: 3s - loss: 0.0446 - acc: 0.9847


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- ETA: 3s - loss: 0.0452 - acc: 0.9846


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- ETA: 2s - loss: 0.0463 - acc: 0.9839


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- ETA: 2s - loss: 0.0465 - acc: 0.9836


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- ETA: 2s - loss: 0.0479 - acc: 0.9824


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- ETA: 1s - loss: 0.0474 - acc: 0.9826


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- ETA: 1s - loss: 0.0469 - acc: 0.9829


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- ETA: 1s - loss: 0.0481 - acc: 0.9825


36/39 [==========================>...]

- ETA: 0s - loss: 0.0488 - acc: 0.9821


37/39 [===========================>..]

- ETA: 0s - loss: 0.0490 - acc: 0.9818


38/39 [============================>.]

- ETA: 0s - loss: 0.0482 - acc: 0.9820

128/878 [===>..........................]

- ETA: 0s - loss: 0.3214 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3815 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4501 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5168 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.4918 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4819 - acc: 0.9102


878/878 [==============================]

- 1s 624us/sample - loss: 0.4543 - acc: 0.9123



39/39 [==============================]

- 13s 337ms/step - loss: 0.0480 - acc: 0.9819 - val_loss: 0.4509 - val_acc: 0.9123


Epoch 95/200

1/39 [..............................]

- ETA: 5s - loss: 0.0083 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0248 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0201 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0526 - acc: 0.9805


5/39 [==>...........................]

- ETA: 9s - loss: 0.0582 - acc: 0.9797


6/39 [===>..........................]

- ETA: 9s - loss: 0.0629 - acc: 0.9792


7/39 [====>.........................]

- ETA: 9s - loss: 0.0639 - acc: 0.9783


8/39 [=====>........................]

- ETA: 9s - loss: 0.0621 - acc: 0.9791


9/39 [=====>........................]

- ETA: 9s - loss: 0.0626 - acc: 0.9779


10/39 [======>.......................]

- ETA: 8s - loss: 0.0592 - acc: 0.9786


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- ETA: 8s - loss: 0.0581 - acc: 0.9791


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- ETA: 8s - loss: 0.0584 - acc: 0.9789


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- ETA: 8s - loss: 0.0623 - acc: 0.9793


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- ETA: 8s - loss: 0.0639 - acc: 0.9786


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- ETA: 7s - loss: 0.0637 - acc: 0.9790


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- ETA: 7s - loss: 0.0616 - acc: 0.9793


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- ETA: 7s - loss: 0.0623 - acc: 0.9787


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- ETA: 6s - loss: 0.0615 - acc: 0.9781


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- ETA: 6s - loss: 0.0593 - acc: 0.9789


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- ETA: 6s - loss: 0.0579 - acc: 0.9791


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- ETA: 5s - loss: 0.0574 - acc: 0.9786


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- ETA: 5s - loss: 0.0570 - acc: 0.9789


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- ETA: 5s - loss: 0.0562 - acc: 0.9795


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- ETA: 4s - loss: 0.0592 - acc: 0.9794


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- ETA: 4s - loss: 0.0604 - acc: 0.9786


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- ETA: 4s - loss: 0.0602 - acc: 0.9785


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- ETA: 4s - loss: 0.0599 - acc: 0.9788


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- ETA: 3s - loss: 0.0592 - acc: 0.9790


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- ETA: 3s - loss: 0.0588 - acc: 0.9791


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- ETA: 3s - loss: 0.0584 - acc: 0.9793


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- ETA: 2s - loss: 0.0573 - acc: 0.9800


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- ETA: 2s - loss: 0.0562 - acc: 0.9804


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- ETA: 2s - loss: 0.0564 - acc: 0.9807


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- ETA: 1s - loss: 0.0576 - acc: 0.9802


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- ETA: 1s - loss: 0.0572 - acc: 0.9803


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- ETA: 1s - loss: 0.0559 - acc: 0.9808


37/39 [===========================>..]

- ETA: 0s - loss: 0.0570 - acc: 0.9801


38/39 [============================>.]

- ETA: 0s - loss: 0.0565 - acc: 0.9802

128/878 [===>..........................]

- ETA: 0s - loss: 0.2640 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3601 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.3491 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.3735 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.3718 - acc: 0.9203


768/878 [=========================>....]

- ETA: 0s - loss: 0.3748 - acc: 0.9232


878/878 [==============================]

- 1s 617us/sample - loss: 0.3573 - acc: 0.9248



39/39 [==============================]

- 14s 353ms/step - loss: 0.0569 - acc: 0.9801 - val_loss: 0.3551 - val_acc: 0.9248


Epoch 96/200

1/39 [..............................]

- ETA: 6s - loss: 0.0544 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0354 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0393 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0453 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0495 - acc: 0.9871


6/39 [===>..........................]

- ETA: 8s - loss: 0.0457 - acc: 0.9880


7/39 [====>.........................]

- ETA: 8s - loss: 0.0414 - acc: 0.9897


8/39 [=====>........................]

- ETA: 8s - loss: 0.0444 - acc: 0.9871


9/39 [=====>........................]

- ETA: 8s - loss: 0.0428 - acc: 0.9876


10/39 [======>.......................]

- ETA: 8s - loss: 0.0440 - acc: 0.9865


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- ETA: 8s - loss: 0.0428 - acc: 0.9870


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- ETA: 7s - loss: 0.0405 - acc: 0.9875


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- ETA: 7s - loss: 0.0424 - acc: 0.9872


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- ETA: 7s - loss: 0.0434 - acc: 0.9859


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- ETA: 7s - loss: 0.0435 - acc: 0.9853


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- ETA: 6s - loss: 0.0435 - acc: 0.9857


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- ETA: 6s - loss: 0.0419 - acc: 0.9861


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- ETA: 6s - loss: 0.0420 - acc: 0.9860


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- ETA: 6s - loss: 0.0433 - acc: 0.9855


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- ETA: 5s - loss: 0.0467 - acc: 0.9847


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- ETA: 5s - loss: 0.0524 - acc: 0.9843


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- ETA: 5s - loss: 0.0517 - acc: 0.9839


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- ETA: 5s - loss: 0.0510 - acc: 0.9839


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- ETA: 4s - loss: 0.0496 - acc: 0.9846


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- ETA: 4s - loss: 0.0490 - acc: 0.9849


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- ETA: 4s - loss: 0.0512 - acc: 0.9834


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- ETA: 3s - loss: 0.0525 - acc: 0.9828


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- ETA: 3s - loss: 0.0519 - acc: 0.9829


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- ETA: 3s - loss: 0.0507 - acc: 0.9832


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- ETA: 2s - loss: 0.0506 - acc: 0.9833


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- ETA: 2s - loss: 0.0510 - acc: 0.9833


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- ETA: 2s - loss: 0.0530 - acc: 0.9826


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- ETA: 1s - loss: 0.0552 - acc: 0.9815


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- ETA: 1s - loss: 0.0553 - acc: 0.9815


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- ETA: 1s - loss: 0.0541 - acc: 0.9821


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- ETA: 0s - loss: 0.0544 - acc: 0.9817


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- ETA: 0s - loss: 0.0555 - acc: 0.9818


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- ETA: 0s - loss: 0.0564 - acc: 0.9816

128/878 [===>..........................]

- ETA: 0s - loss: 0.2829 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3790 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3892 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4433 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4349 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4225 - acc: 0.9167


878/878 [==============================]

- 1s 644us/sample - loss: 0.4184 - acc: 0.9180



39/39 [==============================]

- 13s 344ms/step - loss: 0.0560 - acc: 0.9815 - val_loss: 0.4179 - val_acc: 0.9180


Epoch 97/200

1/39 [..............................]

- ETA: 7s - loss: 0.0654 - acc: 0.9766


2/39 [>.............................]

- ETA: 7s - loss: 0.0724 - acc: 0.9766


3/39 [=>............................]

- ETA: 8s - loss: 0.0700 - acc: 0.9766


4/39 [==>...........................]

- ETA: 9s - loss: 0.0886 - acc: 0.9707


5/39 [==>...........................]

- ETA: 9s - loss: 0.0920 - acc: 0.9703


6/39 [===>..........................]

- ETA: 9s - loss: 0.0878 - acc: 0.9714


7/39 [====>.........................]

- ETA: 9s - loss: 0.0871 - acc: 0.9721


8/39 [=====>........................]

- ETA: 9s - loss: 0.0929 - acc: 0.9701


9/39 [=====>........................]

- ETA: 9s - loss: 0.1064 - acc: 0.9682


10/39 [======>.......................]

- ETA: 9s - loss: 0.1152 - acc: 0.9643


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- ETA: 9s - loss: 0.1238 - acc: 0.9633


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- ETA: 8s - loss: 0.1201 - acc: 0.9637


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- ETA: 8s - loss: 0.1189 - acc: 0.9647


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- ETA: 8s - loss: 0.1168 - acc: 0.9645


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- ETA: 7s - loss: 0.1217 - acc: 0.9632


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- ETA: 7s - loss: 0.1171 - acc: 0.9635


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- ETA: 7s - loss: 0.1194 - acc: 0.9620


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- ETA: 6s - loss: 0.1255 - acc: 0.9584


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- ETA: 6s - loss: 0.1284 - acc: 0.9577


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- ETA: 6s - loss: 0.1262 - acc: 0.9591


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- ETA: 5s - loss: 0.1318 - acc: 0.9577


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- ETA: 5s - loss: 0.1292 - acc: 0.9585


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- ETA: 5s - loss: 0.1278 - acc: 0.9583


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- ETA: 5s - loss: 0.1267 - acc: 0.9591


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- ETA: 4s - loss: 0.1273 - acc: 0.9585


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- ETA: 4s - loss: 0.1303 - acc: 0.9577


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- ETA: 4s - loss: 0.1292 - acc: 0.9584


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- ETA: 3s - loss: 0.1291 - acc: 0.9582


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- ETA: 3s - loss: 0.1288 - acc: 0.9588


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- ETA: 3s - loss: 0.1271 - acc: 0.9594


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- ETA: 2s - loss: 0.1290 - acc: 0.9582


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- ETA: 2s - loss: 0.1275 - acc: 0.9583


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- ETA: 2s - loss: 0.1275 - acc: 0.9584


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- ETA: 1s - loss: 0.1262 - acc: 0.9587


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- ETA: 1s - loss: 0.1259 - acc: 0.9585


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- ETA: 1s - loss: 0.1243 - acc: 0.9590


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- ETA: 0s - loss: 0.1218 - acc: 0.9601


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- ETA: 0s - loss: 0.1195 - acc: 0.9610

128/878 [===>..........................]

- ETA: 0s - loss: 0.2474 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4173 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3779 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.4186 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4235 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4378 - acc: 0.9141


878/878 [==============================]

- 1s 599us/sample - loss: 0.4283 - acc: 0.9157



39/39 [==============================]

- 14s 351ms/step - loss: 0.1187 - acc: 0.9610 - val_loss: 0.4271 - val_acc: 0.9157


Epoch 98/200

1/39 [..............................]

- ETA: 5s - loss: 0.0578 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0651 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0693 - acc: 0.9844


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- ETA: 8s - loss: 0.0663 - acc: 0.9785


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- ETA: 8s - loss: 0.0619 - acc: 0.9812


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- ETA: 8s - loss: 0.0666 - acc: 0.9792


7/39 [====>.........................]

- ETA: 8s - loss: 0.0659 - acc: 0.9777


8/39 [=====>........................]

- ETA: 8s - loss: 0.0767 - acc: 0.9766


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- ETA: 8s - loss: 0.0794 - acc: 0.9774


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- ETA: 8s - loss: 0.0774 - acc: 0.9781


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- ETA: 8s - loss: 0.0846 - acc: 0.9759


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- ETA: 7s - loss: 0.0882 - acc: 0.9733


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- ETA: 7s - loss: 0.0895 - acc: 0.9724


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- ETA: 7s - loss: 0.0898 - acc: 0.9721


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- ETA: 7s - loss: 0.0877 - acc: 0.9724


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- ETA: 6s - loss: 0.0883 - acc: 0.9727


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- ETA: 6s - loss: 0.0899 - acc: 0.9710


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- ETA: 6s - loss: 0.0933 - acc: 0.9705


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- ETA: 6s - loss: 0.0906 - acc: 0.9708


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- ETA: 5s - loss: 0.0891 - acc: 0.9711


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- ETA: 5s - loss: 0.0856 - acc: 0.9725


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- ETA: 5s - loss: 0.0839 - acc: 0.9723


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- ETA: 4s - loss: 0.0890 - acc: 0.9701


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- ETA: 4s - loss: 0.0888 - acc: 0.9704


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- ETA: 4s - loss: 0.0878 - acc: 0.9700


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- ETA: 4s - loss: 0.0868 - acc: 0.9700


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- ETA: 3s - loss: 0.0908 - acc: 0.9696


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- ETA: 3s - loss: 0.0887 - acc: 0.9704


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- ETA: 3s - loss: 0.0880 - acc: 0.9704


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- ETA: 2s - loss: 0.0866 - acc: 0.9706


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- ETA: 2s - loss: 0.0858 - acc: 0.9701


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- ETA: 2s - loss: 0.0843 - acc: 0.9706


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- ETA: 1s - loss: 0.0838 - acc: 0.9707


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- ETA: 1s - loss: 0.0825 - acc: 0.9714


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- ETA: 1s - loss: 0.0807 - acc: 0.9720


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- ETA: 0s - loss: 0.0798 - acc: 0.9723


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- ETA: 0s - loss: 0.0802 - acc: 0.9724


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- ETA: 0s - loss: 0.0799 - acc: 0.9725

128/878 [===>..........................]

- ETA: 0s - loss: 0.3492 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3531 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3941 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4226 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4204 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4091 - acc: 0.9141


878/878 [==============================]

- 1s 611us/sample - loss: 0.3839 - acc: 0.9157



39/39 [==============================]

- 13s 330ms/step - loss: 0.0796 - acc: 0.9731 - val_loss: 0.3808 - val_acc: 0.9157


Epoch 99/200

1/39 [..............................]

- ETA: 5s - loss: 0.0298 - acc: 0.9922


2/39 [>.............................]

- ETA: 12s - loss: 0.0289 - acc: 0.9922


3/39 [=>............................]

- ETA: 10s - loss: 0.0280 - acc: 0.9948


4/39 [==>...........................]

- ETA: 9s - loss: 0.0342 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0376 - acc: 0.9859


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- ETA: 8s - loss: 0.0378 - acc: 0.9870


7/39 [====>.........................]

- ETA: 8s - loss: 0.0366 - acc: 0.9877


8/39 [=====>........................]

- ETA: 8s - loss: 0.0395 - acc: 0.9873


9/39 [=====>........................]

- ETA: 8s - loss: 0.0394 - acc: 0.9861


10/39 [======>.......................]

- ETA: 8s - loss: 0.0374 - acc: 0.9875


11/39 [=======>......................]

- ETA: 8s - loss: 0.0354 - acc: 0.9886


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- ETA: 8s - loss: 0.0337 - acc: 0.9896


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- ETA: 7s - loss: 0.0325 - acc: 0.9904


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- ETA: 7s - loss: 0.0320 - acc: 0.9911


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- ETA: 7s - loss: 0.0314 - acc: 0.9917


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- ETA: 7s - loss: 0.0321 - acc: 0.9907


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- ETA: 6s - loss: 0.0323 - acc: 0.9908


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- ETA: 6s - loss: 0.0319 - acc: 0.9909


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- ETA: 6s - loss: 0.0313 - acc: 0.9910


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- ETA: 6s - loss: 0.0311 - acc: 0.9910


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- ETA: 5s - loss: 0.0311 - acc: 0.9907


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- ETA: 5s - loss: 0.0306 - acc: 0.9911


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- ETA: 5s - loss: 0.0310 - acc: 0.9908


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- ETA: 4s - loss: 0.0307 - acc: 0.9909


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- ETA: 4s - loss: 0.0310 - acc: 0.9909


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- ETA: 4s - loss: 0.0302 - acc: 0.9910


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- ETA: 3s - loss: 0.0304 - acc: 0.9907


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- ETA: 3s - loss: 0.0313 - acc: 0.9902


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- ETA: 3s - loss: 0.0328 - acc: 0.9900


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- ETA: 2s - loss: 0.0335 - acc: 0.9896


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- ETA: 2s - loss: 0.0337 - acc: 0.9894


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- ETA: 2s - loss: 0.0351 - acc: 0.9893


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- ETA: 1s - loss: 0.0352 - acc: 0.9889


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- ETA: 1s - loss: 0.0351 - acc: 0.9887


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- ETA: 1s - loss: 0.0349 - acc: 0.9886


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- ETA: 0s - loss: 0.0345 - acc: 0.9887


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- ETA: 0s - loss: 0.0349 - acc: 0.9883


38/39 [============================>.]

- ETA: 0s - loss: 0.0342 - acc: 0.9886

128/878 [===>..........................]

- ETA: 0s - loss: 0.2928 - acc: 0.9609


256/878 [=======>......................]

- ETA: 0s - loss: 0.4361 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.4973 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.5272 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.5077 - acc: 0.9234


768/878 [=========================>....]

- ETA: 0s - loss: 0.4902 - acc: 0.9219


878/878 [==============================]

- 1s 607us/sample - loss: 0.4516 - acc: 0.9260



39/39 [==============================]

- 13s 342ms/step - loss: 0.0342 - acc: 0.9885 - val_loss: 0.4469 - val_acc: 0.9260


Epoch 100/200

1/39 [..............................]

- ETA: 10s - loss: 0.0320 - acc: 0.9844


2/39 [>.............................]

- ETA: 9s - loss: 0.0248 - acc: 0.9922


3/39 [=>............................]

- ETA: 8s - loss: 0.0359 - acc: 0.9896


4/39 [==>...........................]

- ETA: 7s - loss: 0.0438 - acc: 0.9902


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- ETA: 8s - loss: 0.0409 - acc: 0.9906


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- ETA: 8s - loss: 0.0402 - acc: 0.9909


7/39 [====>.........................]

- ETA: 8s - loss: 0.0362 - acc: 0.9922


8/39 [=====>........................]

- ETA: 8s - loss: 0.0428 - acc: 0.9902


9/39 [=====>........................]

- ETA: 8s - loss: 0.0486 - acc: 0.9896


10/39 [======>.......................]

- ETA: 8s - loss: 0.0485 - acc: 0.9875


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- ETA: 8s - loss: 0.0449 - acc: 0.9886


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- ETA: 7s - loss: 0.0426 - acc: 0.9896


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- ETA: 7s - loss: 0.0489 - acc: 0.9868


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- ETA: 7s - loss: 0.0469 - acc: 0.9877


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- ETA: 7s - loss: 0.0442 - acc: 0.9885


16/39 [===========>..................]

- ETA: 6s - loss: 0.0441 - acc: 0.9878


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- ETA: 6s - loss: 0.0422 - acc: 0.9881


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- ETA: 6s - loss: 0.0425 - acc: 0.9878


19/39 [=============>................]

- ETA: 6s - loss: 0.0416 - acc: 0.9881


20/39 [==============>...............]

- ETA: 5s - loss: 0.0427 - acc: 0.9875


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- ETA: 5s - loss: 0.0414 - acc: 0.9881


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- ETA: 5s - loss: 0.0409 - acc: 0.9876


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- ETA: 4s - loss: 0.0401 - acc: 0.9874


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- ETA: 4s - loss: 0.0418 - acc: 0.9867


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- ETA: 4s - loss: 0.0405 - acc: 0.9872


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- ETA: 4s - loss: 0.0394 - acc: 0.9877


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- ETA: 3s - loss: 0.0382 - acc: 0.9881


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- ETA: 3s - loss: 0.0382 - acc: 0.9883


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- ETA: 3s - loss: 0.0382 - acc: 0.9881


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- ETA: 2s - loss: 0.0383 - acc: 0.9883


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- ETA: 2s - loss: 0.0392 - acc: 0.9879


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- ETA: 2s - loss: 0.0388 - acc: 0.9880


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- ETA: 1s - loss: 0.0385 - acc: 0.9879


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- ETA: 1s - loss: 0.0392 - acc: 0.9874


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- ETA: 1s - loss: 0.0416 - acc: 0.9866


36/39 [==========================>...]

- ETA: 0s - loss: 0.0424 - acc: 0.9861


37/39 [===========================>..]

- ETA: 0s - loss: 0.0417 - acc: 0.9862


38/39 [============================>.]

- ETA: 0s - loss: 0.0444 - acc: 0.9851

128/878 [===>..........................]

- ETA: 0s - loss: 0.2916 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4458 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.5164 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5364 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.5146 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.5133 - acc: 0.9076


878/878 [==============================]

- 1s 616us/sample - loss: 0.4707 - acc: 0.9112



39/39 [==============================]

- 13s 332ms/step - loss: 0.0442 - acc: 0.9853 - val_loss: 0.4654 - val_acc: 0.9112


Epoch 101/200

1/39 [..............................]

- ETA: 5s - loss: 0.0198 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0205 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0178 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0272 - acc: 0.9883


5/39 [==>...........................]

- ETA: 8s - loss: 0.0319 - acc: 0.9859


6/39 [===>..........................]

- ETA: 9s - loss: 0.0342 - acc: 0.9870


7/39 [====>.........................]

- ETA: 9s - loss: 0.0391 - acc: 0.9844


8/39 [=====>........................]

- ETA: 9s - loss: 0.0399 - acc: 0.9834


9/39 [=====>........................]

- ETA: 8s - loss: 0.0371 - acc: 0.9852


10/39 [======>.......................]

- ETA: 8s - loss: 0.0385 - acc: 0.9844


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- ETA: 8s - loss: 0.0461 - acc: 0.9822


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- ETA: 8s - loss: 0.0492 - acc: 0.9824


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- ETA: 8s - loss: 0.0466 - acc: 0.9838


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- ETA: 7s - loss: 0.0519 - acc: 0.9821


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- ETA: 7s - loss: 0.0572 - acc: 0.9802


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- ETA: 7s - loss: 0.0560 - acc: 0.9805


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- ETA: 7s - loss: 0.0563 - acc: 0.9793


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- ETA: 6s - loss: 0.0546 - acc: 0.9800


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- ETA: 6s - loss: 0.0547 - acc: 0.9803


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- ETA: 6s - loss: 0.0544 - acc: 0.9805


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- ETA: 5s - loss: 0.0534 - acc: 0.9810


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- ETA: 5s - loss: 0.0514 - acc: 0.9819


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- ETA: 5s - loss: 0.0510 - acc: 0.9820


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- ETA: 4s - loss: 0.0520 - acc: 0.9814


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- ETA: 4s - loss: 0.0512 - acc: 0.9819


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- ETA: 4s - loss: 0.0502 - acc: 0.9820


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- ETA: 3s - loss: 0.0513 - acc: 0.9815


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- ETA: 3s - loss: 0.0498 - acc: 0.9821


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- ETA: 3s - loss: 0.0503 - acc: 0.9822


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- ETA: 2s - loss: 0.0494 - acc: 0.9826


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- ETA: 2s - loss: 0.0493 - acc: 0.9826


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- ETA: 2s - loss: 0.0482 - acc: 0.9832


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- ETA: 1s - loss: 0.0480 - acc: 0.9832


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- ETA: 1s - loss: 0.0469 - acc: 0.9837


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- ETA: 1s - loss: 0.0472 - acc: 0.9836


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- ETA: 0s - loss: 0.0463 - acc: 0.9841


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- ETA: 0s - loss: 0.0460 - acc: 0.9841


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- ETA: 0s - loss: 0.0458 - acc: 0.9841

128/878 [===>..........................]

- ETA: 0s - loss: 0.2268 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4145 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4171 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4513 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4553 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4656 - acc: 0.9115


878/878 [==============================]

- 1s 611us/sample - loss: 0.4363 - acc: 0.9157



39/39 [==============================]

- 14s 347ms/step - loss: 0.0465 - acc: 0.9841 - val_loss: 0.4328 - val_acc: 0.9157


Epoch 102/200

1/39 [..............................]

- ETA: 5s - loss: 0.0964 - acc: 0.9688


2/39 [>.............................]

- ETA: 5s - loss: 0.0689 - acc: 0.9766


3/39 [=>............................]

- ETA: 6s - loss: 0.0551 - acc: 0.9818


4/39 [==>...........................]

- ETA: 7s - loss: 0.0434 - acc: 0.9863


5/39 [==>...........................]

- ETA: 8s - loss: 0.0426 - acc: 0.9844


6/39 [===>..........................]

- ETA: 8s - loss: 0.0383 - acc: 0.9857


7/39 [====>.........................]

- ETA: 8s - loss: 0.0422 - acc: 0.9844


8/39 [=====>........................]

- ETA: 8s - loss: 0.0437 - acc: 0.9834


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- ETA: 8s - loss: 0.0437 - acc: 0.9835


10/39 [======>.......................]

- ETA: 8s - loss: 0.0455 - acc: 0.9836


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- ETA: 8s - loss: 0.0478 - acc: 0.9822


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- ETA: 7s - loss: 0.0470 - acc: 0.9824


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- ETA: 7s - loss: 0.0450 - acc: 0.9838


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- ETA: 7s - loss: 0.0445 - acc: 0.9833


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- ETA: 7s - loss: 0.0457 - acc: 0.9833


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- ETA: 6s - loss: 0.0458 - acc: 0.9834


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- ETA: 6s - loss: 0.0445 - acc: 0.9835


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- ETA: 6s - loss: 0.0443 - acc: 0.9831


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- ETA: 6s - loss: 0.0443 - acc: 0.9831


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- ETA: 5s - loss: 0.0451 - acc: 0.9828


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- ETA: 5s - loss: 0.0438 - acc: 0.9836


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- ETA: 5s - loss: 0.0440 - acc: 0.9830


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- ETA: 4s - loss: 0.0424 - acc: 0.9837


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- ETA: 4s - loss: 0.0453 - acc: 0.9827


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- ETA: 4s - loss: 0.0437 - acc: 0.9834


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- ETA: 4s - loss: 0.0438 - acc: 0.9832


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- ETA: 3s - loss: 0.0431 - acc: 0.9835


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- ETA: 3s - loss: 0.0446 - acc: 0.9830


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- ETA: 3s - loss: 0.0437 - acc: 0.9833


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- ETA: 2s - loss: 0.0447 - acc: 0.9833


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- ETA: 2s - loss: 0.0442 - acc: 0.9834


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- ETA: 2s - loss: 0.0430 - acc: 0.9839


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- ETA: 1s - loss: 0.0441 - acc: 0.9834


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- ETA: 1s - loss: 0.0432 - acc: 0.9837


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- ETA: 1s - loss: 0.0425 - acc: 0.9842


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- ETA: 0s - loss: 0.0419 - acc: 0.9843


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- ETA: 0s - loss: 0.0439 - acc: 0.9843


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- ETA: 0s - loss: 0.0437 - acc: 0.9843

128/878 [===>..........................]

- ETA: 0s - loss: 0.3551 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4203 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4164 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4614 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4588 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4595 - acc: 0.9141


878/878 [==============================]

- 1s 671us/sample - loss: 0.4286 - acc: 0.9169



39/39 [==============================]

- 13s 334ms/step - loss: 0.0487 - acc: 0.9837 - val_loss: 0.4248 - val_acc: 0.9169


Epoch 103/200

1/39 [..............................]

- ETA: 5s - loss: 0.0712 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0425 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0336 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0367 - acc: 0.9883


5/39 [==>...........................]

- ETA: 8s - loss: 0.0450 - acc: 0.9859


6/39 [===>..........................]

- ETA: 9s - loss: 0.0439 - acc: 0.9844


7/39 [====>.........................]

- ETA: 9s - loss: 0.0437 - acc: 0.9833


8/39 [=====>........................]

- ETA: 9s - loss: 0.0424 - acc: 0.9834


9/39 [=====>........................]

- ETA: 9s - loss: 0.0423 - acc: 0.9835


10/39 [======>.......................]

- ETA: 9s - loss: 0.0392 - acc: 0.9844


11/39 [=======>......................]

- ETA: 8s - loss: 0.0393 - acc: 0.9844


12/39 [========>.....................]

- ETA: 8s - loss: 0.0373 - acc: 0.9857


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- ETA: 8s - loss: 0.0448 - acc: 0.9832


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- ETA: 8s - loss: 0.0438 - acc: 0.9833


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- ETA: 7s - loss: 0.0426 - acc: 0.9839


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- ETA: 7s - loss: 0.0441 - acc: 0.9829


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- ETA: 7s - loss: 0.0465 - acc: 0.9821


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- ETA: 7s - loss: 0.0483 - acc: 0.9822


19/39 [=============>................]

- ETA: 6s - loss: 0.0464 - acc: 0.9831


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- ETA: 6s - loss: 0.0442 - acc: 0.9840


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- ETA: 6s - loss: 0.0432 - acc: 0.9844


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- ETA: 5s - loss: 0.0419 - acc: 0.9851


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- ETA: 5s - loss: 0.0410 - acc: 0.9857


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- ETA: 5s - loss: 0.0412 - acc: 0.9857


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- ETA: 4s - loss: 0.0414 - acc: 0.9853


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- ETA: 4s - loss: 0.0412 - acc: 0.9856


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- ETA: 4s - loss: 0.0450 - acc: 0.9850


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- ETA: 3s - loss: 0.0441 - acc: 0.9852


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- ETA: 3s - loss: 0.0429 - acc: 0.9857


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- ETA: 3s - loss: 0.0424 - acc: 0.9861


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- ETA: 2s - loss: 0.0413 - acc: 0.9866


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- ETA: 2s - loss: 0.0410 - acc: 0.9865


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- ETA: 2s - loss: 0.0414 - acc: 0.9862


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- ETA: 1s - loss: 0.0403 - acc: 0.9866


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- ETA: 1s - loss: 0.0402 - acc: 0.9866


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- ETA: 1s - loss: 0.0403 - acc: 0.9865


37/39 [===========================>..]

- ETA: 0s - loss: 0.0396 - acc: 0.9869


38/39 [============================>.]

- ETA: 0s - loss: 0.0406 - acc: 0.9864

128/878 [===>..........................]

- ETA: 0s - loss: 0.2778 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3652 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3777 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4097 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.4136 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.4177 - acc: 0.9206


878/878 [==============================]

- 1s 611us/sample - loss: 0.3872 - acc: 0.9237



39/39 [==============================]

- 14s 356ms/step - loss: 0.0420 - acc: 0.9863 - val_loss: 0.3834 - val_acc: 0.9237


Epoch 104/200

1/39 [..............................]

- ETA: 5s - loss: 0.0138 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0153 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0132 - acc: 0.9948


4/39 [==>...........................]

- ETA: 7s - loss: 0.0197 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0216 - acc: 0.9891


6/39 [===>..........................]

- ETA: 8s - loss: 0.0204 - acc: 0.9909


7/39 [====>.........................]

- ETA: 8s - loss: 0.0235 - acc: 0.9911


8/39 [=====>........................]

- ETA: 8s - loss: 0.0227 - acc: 0.9912


9/39 [=====>........................]

- ETA: 8s - loss: 0.0220 - acc: 0.9913


10/39 [======>.......................]

- ETA: 8s - loss: 0.0216 - acc: 0.9914


11/39 [=======>......................]

- ETA: 8s - loss: 0.0265 - acc: 0.9886


12/39 [========>.....................]

- ETA: 7s - loss: 0.0255 - acc: 0.9889


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- ETA: 7s - loss: 0.0244 - acc: 0.9898


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- ETA: 7s - loss: 0.0236 - acc: 0.9900


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- ETA: 7s - loss: 0.0243 - acc: 0.9891


16/39 [===========>..................]

- ETA: 6s - loss: 0.0251 - acc: 0.9888


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- ETA: 6s - loss: 0.0247 - acc: 0.9894


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- ETA: 6s - loss: 0.0252 - acc: 0.9891


19/39 [=============>................]

- ETA: 6s - loss: 0.0261 - acc: 0.9889


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- ETA: 5s - loss: 0.0264 - acc: 0.9891


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- ETA: 5s - loss: 0.0285 - acc: 0.9885


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- ETA: 5s - loss: 0.0282 - acc: 0.9890


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- ETA: 4s - loss: 0.0275 - acc: 0.9891


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- ETA: 4s - loss: 0.0276 - acc: 0.9889


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- ETA: 4s - loss: 0.0266 - acc: 0.9893


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- ETA: 4s - loss: 0.0262 - acc: 0.9894


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- ETA: 3s - loss: 0.0259 - acc: 0.9892


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- ETA: 3s - loss: 0.0251 - acc: 0.9896


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- ETA: 3s - loss: 0.0257 - acc: 0.9892


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- ETA: 2s - loss: 0.0264 - acc: 0.9890


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- ETA: 2s - loss: 0.0265 - acc: 0.9889


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- ETA: 2s - loss: 0.0267 - acc: 0.9890


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- ETA: 1s - loss: 0.0264 - acc: 0.9891


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- ETA: 1s - loss: 0.0273 - acc: 0.9889


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- ETA: 1s - loss: 0.0277 - acc: 0.9886


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- ETA: 0s - loss: 0.0275 - acc: 0.9887


37/39 [===========================>..]

- ETA: 0s - loss: 0.0272 - acc: 0.9888


38/39 [============================>.]

- ETA: 0s - loss: 0.0268 - acc: 0.9891

128/878 [===>..........................]

- ETA: 0s - loss: 0.3694 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4019 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.4452 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.4940 - acc: 0.9023


640/878 [====================>.........]

- ETA: 0s - loss: 0.4902 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.4987 - acc: 0.8984


878/878 [==============================]

- 1s 611us/sample - loss: 0.4589 - acc: 0.9066



39/39 [==============================]

- 13s 330ms/step - loss: 0.0281 - acc: 0.9885 - val_loss: 0.4540 - val_acc: 0.9066


Epoch 105/200

1/39 [..............................]

- ETA: 5s - loss: 0.0556 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0496 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0533 - acc: 0.9792


4/39 [==>...........................]

- ETA: 8s - loss: 0.0451 - acc: 0.9824


5/39 [==>...........................]

- ETA: 9s - loss: 0.0417 - acc: 0.9844


6/39 [===>..........................]

- ETA: 9s - loss: 0.0388 - acc: 0.9857


7/39 [====>.........................]

- ETA: 9s - loss: 0.0397 - acc: 0.9855


8/39 [=====>........................]

- ETA: 9s - loss: 0.0420 - acc: 0.9863


9/39 [=====>........................]

- ETA: 9s - loss: 0.0437 - acc: 0.9852


10/39 [======>.......................]

- ETA: 8s - loss: 0.0444 - acc: 0.9849


11/39 [=======>......................]

- ETA: 8s - loss: 0.0412 - acc: 0.9863


12/39 [========>.....................]

- ETA: 8s - loss: 0.0397 - acc: 0.9868


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- ETA: 8s - loss: 0.0431 - acc: 0.9860


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- ETA: 7s - loss: 0.0427 - acc: 0.9859


15/39 [==========>...................]

- ETA: 7s - loss: 0.0419 - acc: 0.9863


16/39 [===========>..................]

- ETA: 7s - loss: 0.0406 - acc: 0.9867


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- ETA: 7s - loss: 0.0454 - acc: 0.9861


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- ETA: 6s - loss: 0.0454 - acc: 0.9864


19/39 [=============>................]

- ETA: 6s - loss: 0.0437 - acc: 0.9867


20/39 [==============>...............]

- ETA: 6s - loss: 0.0442 - acc: 0.9862


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- ETA: 5s - loss: 0.0441 - acc: 0.9861


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- ETA: 5s - loss: 0.0422 - acc: 0.9868


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- ETA: 5s - loss: 0.0409 - acc: 0.9874


24/39 [=================>............]

- ETA: 4s - loss: 0.0398 - acc: 0.9876


25/39 [==================>...........]

- ETA: 4s - loss: 0.0384 - acc: 0.9881


26/39 [===================>..........]

- ETA: 4s - loss: 0.0397 - acc: 0.9876


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- ETA: 3s - loss: 0.0394 - acc: 0.9881


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- ETA: 3s - loss: 0.0401 - acc: 0.9877


29/39 [=====================>........]

- ETA: 3s - loss: 0.0396 - acc: 0.9878


30/39 [======================>.......]

- ETA: 2s - loss: 0.0396 - acc: 0.9874


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- ETA: 2s - loss: 0.0398 - acc: 0.9871


32/39 [=======================>......]

- ETA: 2s - loss: 0.0389 - acc: 0.9875


33/39 [========================>.....]

- ETA: 2s - loss: 0.0380 - acc: 0.9879


34/39 [=========================>....]

- ETA: 1s - loss: 0.0374 - acc: 0.9882


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- ETA: 1s - loss: 0.0377 - acc: 0.9877


36/39 [==========================>...]

- ETA: 1s - loss: 0.0374 - acc: 0.9876


37/39 [===========================>..]

- ETA: 0s - loss: 0.0370 - acc: 0.9877


38/39 [============================>.]

- ETA: 0s - loss: 0.0363 - acc: 0.9880

128/878 [===>..........................]

- ETA: 0s - loss: 0.2841 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3998 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.4090 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.4476 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.4542 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4445 - acc: 0.9193


878/878 [==============================]

- 1s 647us/sample - loss: 0.4201 - acc: 0.9214



39/39 [==============================]

- 14s 352ms/step - loss: 0.0362 - acc: 0.9879 - val_loss: 0.4171 - val_acc: 0.9214


Epoch 106/200

1/39 [..............................]

- ETA: 5s - loss: 0.0126 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0375 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0483 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0422 - acc: 0.9899


5/39 [==>...........................]

- ETA: 8s - loss: 0.0371 - acc: 0.9887


6/39 [===>..........................]

- ETA: 8s - loss: 0.0413 - acc: 0.9880


7/39 [====>.........................]

- ETA: 8s - loss: 0.0437 - acc: 0.9875


8/39 [=====>........................]

- ETA: 8s - loss: 0.0420 - acc: 0.9871


9/39 [=====>........................]

- ETA: 8s - loss: 0.0395 - acc: 0.9876


10/39 [======>.......................]

- ETA: 8s - loss: 0.0373 - acc: 0.9881


11/39 [=======>......................]

- ETA: 8s - loss: 0.0419 - acc: 0.9856


12/39 [========>.....................]

- ETA: 8s - loss: 0.0450 - acc: 0.9835


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- ETA: 7s - loss: 0.0452 - acc: 0.9830


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- ETA: 7s - loss: 0.0428 - acc: 0.9842


15/39 [==========>...................]

- ETA: 7s - loss: 0.0404 - acc: 0.9853


16/39 [===========>..................]

- ETA: 7s - loss: 0.0403 - acc: 0.9857


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- ETA: 6s - loss: 0.0399 - acc: 0.9856


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- ETA: 6s - loss: 0.0380 - acc: 0.9864


19/39 [=============>................]

- ETA: 6s - loss: 0.0376 - acc: 0.9863


20/39 [==============>...............]

- ETA: 5s - loss: 0.0384 - acc: 0.9862


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- ETA: 5s - loss: 0.0369 - acc: 0.9869


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- ETA: 5s - loss: 0.0368 - acc: 0.9868


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- ETA: 4s - loss: 0.0379 - acc: 0.9863


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- ETA: 4s - loss: 0.0399 - acc: 0.9862


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- ETA: 4s - loss: 0.0391 - acc: 0.9868


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- ETA: 4s - loss: 0.0383 - acc: 0.9870


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- ETA: 3s - loss: 0.0388 - acc: 0.9866


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- ETA: 3s - loss: 0.0395 - acc: 0.9863


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- ETA: 3s - loss: 0.0386 - acc: 0.9865


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- ETA: 2s - loss: 0.0399 - acc: 0.9859


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- ETA: 2s - loss: 0.0389 - acc: 0.9863


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- ETA: 2s - loss: 0.0388 - acc: 0.9863


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- ETA: 1s - loss: 0.0382 - acc: 0.9864


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- ETA: 1s - loss: 0.0375 - acc: 0.9866


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- ETA: 1s - loss: 0.0380 - acc: 0.9863


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- ETA: 0s - loss: 0.0382 - acc: 0.9863


37/39 [===========================>..]

- ETA: 0s - loss: 0.0373 - acc: 0.9866


38/39 [============================>.]

- ETA: 0s - loss: 0.0380 - acc: 0.9864

128/878 [===>..........................]

- ETA: 0s - loss: 0.3050 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4059 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4463 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.4833 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.4796 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4783 - acc: 0.9141


878/878 [==============================]

- 1s 623us/sample - loss: 0.4576 - acc: 0.9146



39/39 [==============================]

- 13s 338ms/step - loss: 0.0373 - acc: 0.9867 - val_loss: 0.4550 - val_acc: 0.9146


Epoch 107/200

1/39 [..............................]

- ETA: 5s - loss: 0.0460 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0443 - acc: 0.9805


3/39 [=>............................]

- ETA: 8s - loss: 0.0481 - acc: 0.9792


4/39 [==>...........................]

- ETA: 8s - loss: 0.0408 - acc: 0.9824


5/39 [==>...........................]

- ETA: 9s - loss: 0.0334 - acc: 0.9859


6/39 [===>..........................]

- ETA: 9s - loss: 0.0300 - acc: 0.9870


7/39 [====>.........................]

- ETA: 9s - loss: 0.0320 - acc: 0.9866


8/39 [=====>........................]

- ETA: 9s - loss: 0.0310 - acc: 0.9873


9/39 [=====>........................]

- ETA: 8s - loss: 0.0302 - acc: 0.9876


10/39 [======>.......................]

- ETA: 8s - loss: 0.0303 - acc: 0.9881


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- ETA: 8s - loss: 0.0297 - acc: 0.9885


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- ETA: 8s - loss: 0.0292 - acc: 0.9888


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- ETA: 8s - loss: 0.0331 - acc: 0.9878


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- ETA: 7s - loss: 0.0323 - acc: 0.9882


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- ETA: 7s - loss: 0.0357 - acc: 0.9858


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- ETA: 7s - loss: 0.0379 - acc: 0.9847


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- ETA: 6s - loss: 0.0384 - acc: 0.9852


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- ETA: 6s - loss: 0.0402 - acc: 0.9851


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- ETA: 6s - loss: 0.0405 - acc: 0.9847


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- ETA: 6s - loss: 0.0405 - acc: 0.9847


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- ETA: 5s - loss: 0.0394 - acc: 0.9850


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- ETA: 5s - loss: 0.0382 - acc: 0.9857


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- ETA: 5s - loss: 0.0384 - acc: 0.9856


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- ETA: 4s - loss: 0.0378 - acc: 0.9859


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- ETA: 4s - loss: 0.0395 - acc: 0.9855


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- ETA: 4s - loss: 0.0387 - acc: 0.9861


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- ETA: 3s - loss: 0.0384 - acc: 0.9863


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- ETA: 3s - loss: 0.0379 - acc: 0.9865


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- ETA: 3s - loss: 0.0375 - acc: 0.9867


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- ETA: 2s - loss: 0.0372 - acc: 0.9869


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- ETA: 2s - loss: 0.0374 - acc: 0.9866


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- ETA: 2s - loss: 0.0371 - acc: 0.9868


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- ETA: 1s - loss: 0.0377 - acc: 0.9860


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- ETA: 1s - loss: 0.0374 - acc: 0.9859


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- ETA: 1s - loss: 0.0374 - acc: 0.9861


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- ETA: 0s - loss: 0.0370 - acc: 0.9861


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- ETA: 0s - loss: 0.0370 - acc: 0.9858


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- ETA: 0s - loss: 0.0365 - acc: 0.9860

128/878 [===>..........................]

- ETA: 0s - loss: 0.2489 - acc: 0.9609


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- ETA: 0s - loss: 0.4114 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.4301 - acc: 0.9245


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- ETA: 0s - loss: 0.4855 - acc: 0.9219


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- ETA: 0s - loss: 0.4806 - acc: 0.9203


768/878 [=========================>....]

- ETA: 0s - loss: 0.4741 - acc: 0.9206


878/878 [==============================]

- 1s 612us/sample - loss: 0.4475 - acc: 0.9248



39/39 [==============================]

- 14s 347ms/step - loss: 0.0363 - acc: 0.9861 - val_loss: 0.4442 - val_acc: 0.9248


Epoch 108/200

1/39 [..............................]

- ETA: 5s - loss: 0.0089 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0223 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0218 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0397 - acc: 0.9844


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- ETA: 8s - loss: 0.0408 - acc: 0.9844


6/39 [===>..........................]

- ETA: 9s - loss: 0.0361 - acc: 0.9857


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- ETA: 8s - loss: 0.0381 - acc: 0.9855


8/39 [=====>........................]

- ETA: 8s - loss: 0.0384 - acc: 0.9844


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- ETA: 8s - loss: 0.0353 - acc: 0.9861


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- ETA: 8s - loss: 0.0341 - acc: 0.9859


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- ETA: 8s - loss: 0.0328 - acc: 0.9865


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- ETA: 8s - loss: 0.0322 - acc: 0.9863


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- ETA: 7s - loss: 0.0311 - acc: 0.9868


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- ETA: 7s - loss: 0.0317 - acc: 0.9866


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- ETA: 7s - loss: 0.0304 - acc: 0.9875


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- ETA: 7s - loss: 0.0306 - acc: 0.9873


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- ETA: 6s - loss: 0.0297 - acc: 0.9876


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- ETA: 6s - loss: 0.0345 - acc: 0.9870


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- ETA: 6s - loss: 0.0336 - acc: 0.9873


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- ETA: 5s - loss: 0.0323 - acc: 0.9879


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- ETA: 5s - loss: 0.0353 - acc: 0.9874


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- ETA: 5s - loss: 0.0350 - acc: 0.9876


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- ETA: 5s - loss: 0.0358 - acc: 0.9874


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- ETA: 4s - loss: 0.0350 - acc: 0.9876


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- ETA: 4s - loss: 0.0346 - acc: 0.9878


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- ETA: 4s - loss: 0.0351 - acc: 0.9880


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- ETA: 3s - loss: 0.0343 - acc: 0.9881


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- ETA: 3s - loss: 0.0352 - acc: 0.9880


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- ETA: 3s - loss: 0.0352 - acc: 0.9879


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- ETA: 2s - loss: 0.0361 - acc: 0.9872


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- ETA: 2s - loss: 0.0365 - acc: 0.9871


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- ETA: 2s - loss: 0.0359 - acc: 0.9875


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- ETA: 1s - loss: 0.0361 - acc: 0.9876


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- ETA: 1s - loss: 0.0361 - acc: 0.9875


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- ETA: 1s - loss: 0.0378 - acc: 0.9872


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- ETA: 0s - loss: 0.0381 - acc: 0.9869


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- ETA: 0s - loss: 0.0375 - acc: 0.9871


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- ETA: 0s - loss: 0.0385 - acc: 0.9868

128/878 [===>..........................]

- ETA: 0s - loss: 0.2878 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4152 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4712 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.5337 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.4921 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.4791 - acc: 0.9206


878/878 [==============================]

- 1s 625us/sample - loss: 0.4482 - acc: 0.9260



39/39 [==============================]

- 13s 338ms/step - loss: 0.0381 - acc: 0.9869 - val_loss: 0.4444 - val_acc: 0.9260


Epoch 109/200

1/39 [..............................]

- ETA: 7s - loss: 0.0669 - acc: 0.9766


2/39 [>.............................]

- ETA: 8s - loss: 0.0482 - acc: 0.9805


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- ETA: 8s - loss: 0.0360 - acc: 0.9870


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- ETA: 8s - loss: 0.0476 - acc: 0.9805


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- ETA: 9s - loss: 0.0684 - acc: 0.9797


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- ETA: 9s - loss: 0.0657 - acc: 0.9792


7/39 [====>.........................]

- ETA: 9s - loss: 0.0601 - acc: 0.9810


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- ETA: 9s - loss: 0.0536 - acc: 0.9834


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- ETA: 9s - loss: 0.0482 - acc: 0.9852


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- ETA: 9s - loss: 0.0440 - acc: 0.9867


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- ETA: 8s - loss: 0.0429 - acc: 0.9865


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- ETA: 8s - loss: 0.0459 - acc: 0.9863


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- ETA: 8s - loss: 0.0442 - acc: 0.9868


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- ETA: 8s - loss: 0.0553 - acc: 0.9849


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- ETA: 7s - loss: 0.0534 - acc: 0.9849


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- ETA: 7s - loss: 0.0599 - acc: 0.9844


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- ETA: 7s - loss: 0.0710 - acc: 0.9812


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- ETA: 6s - loss: 0.0692 - acc: 0.9818


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- ETA: 6s - loss: 0.0692 - acc: 0.9811


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- ETA: 6s - loss: 0.0738 - acc: 0.9801


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- ETA: 6s - loss: 0.0714 - acc: 0.9810


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- ETA: 5s - loss: 0.0702 - acc: 0.9815


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- ETA: 5s - loss: 0.0676 - acc: 0.9820


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- ETA: 5s - loss: 0.0658 - acc: 0.9827


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- ETA: 4s - loss: 0.0641 - acc: 0.9831


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- ETA: 4s - loss: 0.0641 - acc: 0.9832


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- ETA: 4s - loss: 0.0624 - acc: 0.9832


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- ETA: 3s - loss: 0.0630 - acc: 0.9824


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- ETA: 3s - loss: 0.0655 - acc: 0.9808


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- ETA: 3s - loss: 0.0655 - acc: 0.9806


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- ETA: 2s - loss: 0.0662 - acc: 0.9797


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- ETA: 2s - loss: 0.0682 - acc: 0.9794


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- ETA: 2s - loss: 0.0702 - acc: 0.9788


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- ETA: 1s - loss: 0.0713 - acc: 0.9778


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- ETA: 1s - loss: 0.0713 - acc: 0.9778


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- ETA: 1s - loss: 0.0720 - acc: 0.9773


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- ETA: 0s - loss: 0.0733 - acc: 0.9773


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- ETA: 0s - loss: 0.0731 - acc: 0.9771

128/878 [===>..........................]

- ETA: 0s - loss: 0.4711 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4667 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4901 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5115 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4995 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4955 - acc: 0.9154


878/878 [==============================]

- 1s 610us/sample - loss: 0.4702 - acc: 0.9169



39/39 [==============================]

- 14s 356ms/step - loss: 0.0738 - acc: 0.9771 - val_loss: 0.4671 - val_acc: 0.9169


Epoch 110/200

1/39 [..............................]

- ETA: 5s - loss: 0.0337 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0673 - acc: 0.9648


3/39 [=>............................]

- ETA: 7s - loss: 0.0838 - acc: 0.9635


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- ETA: 8s - loss: 0.0945 - acc: 0.9629


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- ETA: 8s - loss: 0.0858 - acc: 0.9656


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- ETA: 9s - loss: 0.0807 - acc: 0.9688


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- ETA: 9s - loss: 0.0899 - acc: 0.9688


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- ETA: 8s - loss: 0.1064 - acc: 0.9639


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- ETA: 8s - loss: 0.1011 - acc: 0.9653


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- ETA: 8s - loss: 0.0996 - acc: 0.9656


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- ETA: 8s - loss: 0.0942 - acc: 0.9666


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- ETA: 8s - loss: 0.1362 - acc: 0.9590


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- ETA: 7s - loss: 0.1331 - acc: 0.9573


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- ETA: 7s - loss: 0.1308 - acc: 0.9576


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- ETA: 7s - loss: 0.1478 - acc: 0.9542


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- ETA: 7s - loss: 0.1846 - acc: 0.9468


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- ETA: 6s - loss: 0.2211 - acc: 0.9375


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- ETA: 6s - loss: 0.2213 - acc: 0.9362


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- ETA: 6s - loss: 0.2206 - acc: 0.9379


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- ETA: 5s - loss: 0.2179 - acc: 0.9375


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- ETA: 5s - loss: 0.2128 - acc: 0.9382


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- ETA: 5s - loss: 0.2123 - acc: 0.9382


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- ETA: 5s - loss: 0.2176 - acc: 0.9378


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- ETA: 4s - loss: 0.2153 - acc: 0.9372


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- ETA: 4s - loss: 0.2189 - acc: 0.9366


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- ETA: 4s - loss: 0.2165 - acc: 0.9372


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- ETA: 3s - loss: 0.2237 - acc: 0.9358


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- ETA: 3s - loss: 0.2244 - acc: 0.9355


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- ETA: 3s - loss: 0.2236 - acc: 0.9356


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- ETA: 2s - loss: 0.2239 - acc: 0.9357


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- ETA: 2s - loss: 0.2211 - acc: 0.9357


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- ETA: 2s - loss: 0.2208 - acc: 0.9348


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- ETA: 1s - loss: 0.2215 - acc: 0.9349


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- ETA: 1s - loss: 0.2205 - acc: 0.9352


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- ETA: 1s - loss: 0.2192 - acc: 0.9357


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- ETA: 0s - loss: 0.2161 - acc: 0.9360


37/39 [===========================>..]

- ETA: 0s - loss: 0.2152 - acc: 0.9362


38/39 [============================>.]

- ETA: 0s - loss: 0.2119 - acc: 0.9373

128/878 [===>..........................]

- ETA: 0s - loss: 0.2207 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3445 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3431 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4039 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3916 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.3909 - acc: 0.9089


878/878 [==============================]

- 1s 627us/sample - loss: 0.3866 - acc: 0.9055



39/39 [==============================]

- 13s 336ms/step - loss: 0.2100 - acc: 0.9377 - val_loss: 0.3861 - val_acc: 0.9055


Epoch 111/200

1/39 [..............................]

- ETA: 7s - loss: 0.1239 - acc: 0.9453


2/39 [>.............................]

- ETA: 7s - loss: 0.1315 - acc: 0.9414


3/39 [=>............................]

- ETA: 7s - loss: 0.1113 - acc: 0.9531


4/39 [==>...........................]

- ETA: 7s - loss: 0.1154 - acc: 0.9574


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- ETA: 8s - loss: 0.1090 - acc: 0.9581


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- ETA: 8s - loss: 0.1045 - acc: 0.9599


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- ETA: 8s - loss: 0.1091 - acc: 0.9578


8/39 [=====>........................]

- ETA: 8s - loss: 0.1026 - acc: 0.9602


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- ETA: 8s - loss: 0.0979 - acc: 0.9620


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- ETA: 8s - loss: 0.0922 - acc: 0.9651


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- ETA: 8s - loss: 0.0913 - acc: 0.9654


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- ETA: 8s - loss: 0.0897 - acc: 0.9657


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- ETA: 7s - loss: 0.0884 - acc: 0.9666


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- ETA: 7s - loss: 0.0871 - acc: 0.9667


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- ETA: 7s - loss: 0.0831 - acc: 0.9679


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- ETA: 7s - loss: 0.0847 - acc: 0.9680


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- ETA: 6s - loss: 0.0857 - acc: 0.9685


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- ETA: 6s - loss: 0.0841 - acc: 0.9694


19/39 [=============>................]

- ETA: 6s - loss: 0.0820 - acc: 0.9706


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- ETA: 6s - loss: 0.0798 - acc: 0.9721


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- ETA: 5s - loss: 0.0785 - acc: 0.9726


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- ETA: 5s - loss: 0.0771 - acc: 0.9728


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- ETA: 5s - loss: 0.0763 - acc: 0.9730


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- ETA: 4s - loss: 0.0748 - acc: 0.9735


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- ETA: 4s - loss: 0.0733 - acc: 0.9739


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- ETA: 4s - loss: 0.0746 - acc: 0.9737


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- ETA: 3s - loss: 0.0748 - acc: 0.9735


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- ETA: 3s - loss: 0.0741 - acc: 0.9739


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- ETA: 3s - loss: 0.0739 - acc: 0.9743


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- ETA: 2s - loss: 0.0743 - acc: 0.9744


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- ETA: 2s - loss: 0.0724 - acc: 0.9752


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- ETA: 2s - loss: 0.0712 - acc: 0.9757


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- ETA: 1s - loss: 0.0701 - acc: 0.9760


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- ETA: 1s - loss: 0.0726 - acc: 0.9758


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- ETA: 1s - loss: 0.0720 - acc: 0.9760


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- ETA: 0s - loss: 0.0723 - acc: 0.9756


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- ETA: 0s - loss: 0.0720 - acc: 0.9756


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- ETA: 0s - loss: 0.0711 - acc: 0.9761

128/878 [===>..........................]

- ETA: 0s - loss: 0.3209 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3870 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4422 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4502 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.4628 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.4556 - acc: 0.9089


878/878 [==============================]

- 1s 605us/sample - loss: 0.4386 - acc: 0.9089



39/39 [==============================]

- 13s 344ms/step - loss: 0.0706 - acc: 0.9759 - val_loss: 0.4366 - val_acc: 0.9089


Epoch 112/200

1/39 [..............................]

- ETA: 5s - loss: 0.0436 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0406 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0331 - acc: 0.9890


4/39 [==>...........................]

- ETA: 7s - loss: 0.0308 - acc: 0.9899


5/39 [==>...........................]

- ETA: 7s - loss: 0.0355 - acc: 0.9871


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- ETA: 8s - loss: 0.0461 - acc: 0.9840


7/39 [====>.........................]

- ETA: 8s - loss: 0.0436 - acc: 0.9840


8/39 [=====>........................]

- ETA: 8s - loss: 0.0422 - acc: 0.9851


9/39 [=====>........................]

- ETA: 8s - loss: 0.0392 - acc: 0.9868


10/39 [======>.......................]

- ETA: 8s - loss: 0.0446 - acc: 0.9857


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- ETA: 8s - loss: 0.0451 - acc: 0.9849


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- ETA: 7s - loss: 0.0461 - acc: 0.9848


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- ETA: 7s - loss: 0.0469 - acc: 0.9842


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- ETA: 7s - loss: 0.0473 - acc: 0.9842


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- ETA: 7s - loss: 0.0460 - acc: 0.9853


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- ETA: 6s - loss: 0.0452 - acc: 0.9857


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- ETA: 6s - loss: 0.0513 - acc: 0.9842


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- ETA: 6s - loss: 0.0504 - acc: 0.9842


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- ETA: 6s - loss: 0.0519 - acc: 0.9838


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- ETA: 5s - loss: 0.0536 - acc: 0.9835


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- ETA: 5s - loss: 0.0550 - acc: 0.9831


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- ETA: 5s - loss: 0.0539 - acc: 0.9836


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- ETA: 4s - loss: 0.0535 - acc: 0.9836


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- ETA: 4s - loss: 0.0571 - acc: 0.9830


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- ETA: 4s - loss: 0.0564 - acc: 0.9830


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- ETA: 4s - loss: 0.0549 - acc: 0.9837


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- ETA: 3s - loss: 0.0533 - acc: 0.9843


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- ETA: 3s - loss: 0.0521 - acc: 0.9849


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- ETA: 3s - loss: 0.0543 - acc: 0.9846


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- ETA: 2s - loss: 0.0579 - acc: 0.9833


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- ETA: 2s - loss: 0.0576 - acc: 0.9830


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- ETA: 2s - loss: 0.0565 - acc: 0.9836


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- ETA: 1s - loss: 0.0552 - acc: 0.9841


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- ETA: 1s - loss: 0.0554 - acc: 0.9841


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- ETA: 1s - loss: 0.0545 - acc: 0.9843


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- ETA: 0s - loss: 0.0542 - acc: 0.9843


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- ETA: 0s - loss: 0.0547 - acc: 0.9843


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- ETA: 0s - loss: 0.0588 - acc: 0.9837

128/878 [===>..........................]

- ETA: 0s - loss: 0.2735 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3656 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.3965 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4245 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4236 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4233 - acc: 0.9115


878/878 [==============================]

- 1s 644us/sample - loss: 0.4125 - acc: 0.9112



39/39 [==============================]

- 13s 335ms/step - loss: 0.0575 - acc: 0.9841 - val_loss: 0.4112 - val_acc: 0.9112


Epoch 113/200

1/39 [..............................]

- ETA: 7s - loss: 0.0545 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0485 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0553 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0473 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0436 - acc: 0.9891


6/39 [===>..........................]

- ETA: 9s - loss: 0.0463 - acc: 0.9883


7/39 [====>.........................]

- ETA: 9s - loss: 0.0469 - acc: 0.9866


8/39 [=====>........................]

- ETA: 9s - loss: 0.0443 - acc: 0.9873


9/39 [=====>........................]

- ETA: 9s - loss: 0.0465 - acc: 0.9852


10/39 [======>.......................]

- ETA: 9s - loss: 0.0477 - acc: 0.9844


11/39 [=======>......................]

- ETA: 8s - loss: 0.0464 - acc: 0.9851


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- ETA: 8s - loss: 0.0458 - acc: 0.9850


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- ETA: 8s - loss: 0.0458 - acc: 0.9844


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- ETA: 8s - loss: 0.0437 - acc: 0.9849


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- ETA: 7s - loss: 0.0422 - acc: 0.9854


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- ETA: 7s - loss: 0.0455 - acc: 0.9844


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- ETA: 7s - loss: 0.0447 - acc: 0.9848


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- ETA: 6s - loss: 0.0450 - acc: 0.9848


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- ETA: 6s - loss: 0.0443 - acc: 0.9844


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- ETA: 6s - loss: 0.0461 - acc: 0.9840


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- ETA: 6s - loss: 0.0443 - acc: 0.9847


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- ETA: 5s - loss: 0.0439 - acc: 0.9847


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- ETA: 5s - loss: 0.0465 - acc: 0.9844


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- ETA: 5s - loss: 0.0467 - acc: 0.9844


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- ETA: 4s - loss: 0.0458 - acc: 0.9844


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- ETA: 4s - loss: 0.0444 - acc: 0.9850


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- ETA: 4s - loss: 0.0439 - acc: 0.9852


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- ETA: 3s - loss: 0.0442 - acc: 0.9847


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- ETA: 3s - loss: 0.0431 - acc: 0.9852


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- ETA: 3s - loss: 0.0425 - acc: 0.9854


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- ETA: 2s - loss: 0.0420 - acc: 0.9856


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- ETA: 2s - loss: 0.0427 - acc: 0.9855


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- ETA: 2s - loss: 0.0432 - acc: 0.9850


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- ETA: 1s - loss: 0.0427 - acc: 0.9855


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- ETA: 1s - loss: 0.0432 - acc: 0.9854


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- ETA: 1s - loss: 0.0433 - acc: 0.9852


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- ETA: 0s - loss: 0.0457 - acc: 0.9852


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- ETA: 0s - loss: 0.0455 - acc: 0.9851

128/878 [===>..........................]

- ETA: 0s - loss: 0.2783 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3214 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.3909 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4280 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.4335 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4272 - acc: 0.9141


878/878 [==============================]

- 1s 601us/sample - loss: 0.4154 - acc: 0.9157



39/39 [==============================]

- 14s 354ms/step - loss: 0.0450 - acc: 0.9853 - val_loss: 0.4139 - val_acc: 0.9157


Epoch 114/200

1/39 [..............................]

- ETA: 8s - loss: 0.0294 - acc: 0.9922


2/39 [>.............................]

- ETA: 8s - loss: 0.0423 - acc: 0.9844


3/39 [=>............................]

- ETA: 8s - loss: 0.0312 - acc: 0.9896


4/39 [==>...........................]

- ETA: 7s - loss: 0.0350 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0320 - acc: 0.9891


6/39 [===>..........................]

- ETA: 8s - loss: 0.0327 - acc: 0.9893


7/39 [====>.........................]

- ETA: 8s - loss: 0.0322 - acc: 0.9886


8/39 [=====>........................]

- ETA: 8s - loss: 0.0308 - acc: 0.9891


9/39 [=====>........................]

- ETA: 8s - loss: 0.0338 - acc: 0.9876


10/39 [======>.......................]

- ETA: 8s - loss: 0.0331 - acc: 0.9881


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- ETA: 8s - loss: 0.0323 - acc: 0.9885


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- ETA: 7s - loss: 0.0311 - acc: 0.9888


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- ETA: 7s - loss: 0.0306 - acc: 0.9891


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- ETA: 7s - loss: 0.0294 - acc: 0.9893


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- ETA: 7s - loss: 0.0282 - acc: 0.9900


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- ETA: 6s - loss: 0.0285 - acc: 0.9901


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- ETA: 6s - loss: 0.0273 - acc: 0.9907


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- ETA: 6s - loss: 0.0294 - acc: 0.9904


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- ETA: 6s - loss: 0.0309 - acc: 0.9896


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- ETA: 5s - loss: 0.0369 - acc: 0.9882


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- ETA: 5s - loss: 0.0358 - acc: 0.9884


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- ETA: 5s - loss: 0.0345 - acc: 0.9889


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- ETA: 4s - loss: 0.0334 - acc: 0.9894


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- ETA: 4s - loss: 0.0326 - acc: 0.9895


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- ETA: 4s - loss: 0.0334 - acc: 0.9890


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- ETA: 4s - loss: 0.0339 - acc: 0.9885


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- ETA: 3s - loss: 0.0348 - acc: 0.9881


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- ETA: 3s - loss: 0.0351 - acc: 0.9882


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- ETA: 3s - loss: 0.0356 - acc: 0.9878


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- ETA: 2s - loss: 0.0358 - acc: 0.9874


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- ETA: 2s - loss: 0.0353 - acc: 0.9876


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- ETA: 2s - loss: 0.0363 - acc: 0.9870


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- ETA: 1s - loss: 0.0364 - acc: 0.9872


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- ETA: 1s - loss: 0.0369 - acc: 0.9871


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- ETA: 1s - loss: 0.0374 - acc: 0.9870


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- ETA: 0s - loss: 0.0372 - acc: 0.9871


37/39 [===========================>..]

- ETA: 0s - loss: 0.0383 - acc: 0.9862


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- ETA: 0s - loss: 0.0387 - acc: 0.9864

128/878 [===>..........................]

- ETA: 0s - loss: 0.3155 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3964 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4166 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4559 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4756 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4872 - acc: 0.9102


878/878 [==============================]

- 1s 640us/sample - loss: 0.4705 - acc: 0.9100



39/39 [==============================]

- 13s 334ms/step - loss: 0.0393 - acc: 0.9861 - val_loss: 0.4684 - val_acc: 0.9100


Epoch 115/200

1/39 [..............................]

- ETA: 7s - loss: 0.0268 - acc: 0.9922


2/39 [>.............................]

- ETA: 8s - loss: 0.0176 - acc: 0.9961


3/39 [=>............................]

- ETA: 8s - loss: 0.0176 - acc: 0.9948


4/39 [==>...........................]

- ETA: 9s - loss: 0.0180 - acc: 0.9961


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- ETA: 9s - loss: 0.0173 - acc: 0.9969


6/39 [===>..........................]

- ETA: 9s - loss: 0.0176 - acc: 0.9961


7/39 [====>.........................]

- ETA: 9s - loss: 0.0177 - acc: 0.9944


8/39 [=====>........................]

- ETA: 9s - loss: 0.0207 - acc: 0.9941


9/39 [=====>........................]

- ETA: 9s - loss: 0.0222 - acc: 0.9931


10/39 [======>.......................]

- ETA: 8s - loss: 0.0230 - acc: 0.9922


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- ETA: 8s - loss: 0.0227 - acc: 0.9922


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- ETA: 8s - loss: 0.0214 - acc: 0.9928


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- ETA: 8s - loss: 0.0235 - acc: 0.9928


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- ETA: 7s - loss: 0.0229 - acc: 0.9933


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- ETA: 7s - loss: 0.0230 - acc: 0.9937


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- ETA: 7s - loss: 0.0246 - acc: 0.9937


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- ETA: 7s - loss: 0.0243 - acc: 0.9936


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- ETA: 6s - loss: 0.0246 - acc: 0.9935


19/39 [=============>................]

- ETA: 6s - loss: 0.0266 - acc: 0.9922


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- ETA: 6s - loss: 0.0286 - acc: 0.9914


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- ETA: 5s - loss: 0.0298 - acc: 0.9910


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- ETA: 5s - loss: 0.0290 - acc: 0.9914


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- ETA: 5s - loss: 0.0321 - acc: 0.9908


24/39 [=================>............]

- ETA: 4s - loss: 0.0340 - acc: 0.9898


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- ETA: 4s - loss: 0.0333 - acc: 0.9899


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- ETA: 4s - loss: 0.0334 - acc: 0.9897


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- ETA: 3s - loss: 0.0325 - acc: 0.9901


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- ETA: 3s - loss: 0.0320 - acc: 0.9902


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- ETA: 3s - loss: 0.0326 - acc: 0.9903


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- ETA: 2s - loss: 0.0323 - acc: 0.9903


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- ETA: 2s - loss: 0.0322 - acc: 0.9901


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- ETA: 2s - loss: 0.0320 - acc: 0.9899


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- ETA: 2s - loss: 0.0319 - acc: 0.9900


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- ETA: 1s - loss: 0.0318 - acc: 0.9901


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- ETA: 1s - loss: 0.0321 - acc: 0.9899


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- ETA: 1s - loss: 0.0316 - acc: 0.9902


37/39 [===========================>..]

- ETA: 0s - loss: 0.0331 - acc: 0.9892


38/39 [============================>.]

- ETA: 0s - loss: 0.0331 - acc: 0.9891

128/878 [===>..........................]

- ETA: 0s - loss: 0.2583 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3188 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.3513 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.3933 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4071 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4191 - acc: 0.9167


878/878 [==============================]

- 1s 621us/sample - loss: 0.3969 - acc: 0.9203



39/39 [==============================]

- 14s 351ms/step - loss: 0.0326 - acc: 0.9893 - val_loss: 0.3942 - val_acc: 0.9203


Epoch 116/200

1/39 [..............................]

- ETA: 6s - loss: 0.0316 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0306 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0332 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0349 - acc: 0.9824


5/39 [==>...........................]

- ETA: 8s - loss: 0.0431 - acc: 0.9812


6/39 [===>..........................]

- ETA: 8s - loss: 0.0391 - acc: 0.9831


7/39 [====>.........................]

- ETA: 8s - loss: 0.0345 - acc: 0.9855


8/39 [=====>........................]

- ETA: 8s - loss: 0.0314 - acc: 0.9873


9/39 [=====>........................]

- ETA: 8s - loss: 0.0306 - acc: 0.9870


10/39 [======>.......................]

- ETA: 8s - loss: 0.0321 - acc: 0.9867


11/39 [=======>......................]

- ETA: 8s - loss: 0.0304 - acc: 0.9879


12/39 [========>.....................]

- ETA: 8s - loss: 0.0280 - acc: 0.9889


13/39 [=========>....................]

- ETA: 7s - loss: 0.0289 - acc: 0.9892


14/39 [=========>....................]

- ETA: 7s - loss: 0.0277 - acc: 0.9900


15/39 [==========>...................]

- ETA: 7s - loss: 0.0313 - acc: 0.9891


16/39 [===========>..................]

- ETA: 7s - loss: 0.0325 - acc: 0.9883


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- ETA: 6s - loss: 0.0328 - acc: 0.9885


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- ETA: 6s - loss: 0.0333 - acc: 0.9883


19/39 [=============>................]

- ETA: 6s - loss: 0.0321 - acc: 0.9889


20/39 [==============>...............]

- ETA: 5s - loss: 0.0342 - acc: 0.9891


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- ETA: 5s - loss: 0.0330 - acc: 0.9895


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- ETA: 5s - loss: 0.0332 - acc: 0.9896


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- ETA: 4s - loss: 0.0335 - acc: 0.9894


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- ETA: 4s - loss: 0.0337 - acc: 0.9892


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- ETA: 4s - loss: 0.0353 - acc: 0.9884


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- ETA: 4s - loss: 0.0356 - acc: 0.9882


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- ETA: 3s - loss: 0.0352 - acc: 0.9881


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- ETA: 3s - loss: 0.0344 - acc: 0.9885


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- ETA: 3s - loss: 0.0355 - acc: 0.9878


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- ETA: 2s - loss: 0.0352 - acc: 0.9880


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- ETA: 2s - loss: 0.0349 - acc: 0.9881


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- ETA: 2s - loss: 0.0348 - acc: 0.9885


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- ETA: 1s - loss: 0.0349 - acc: 0.9886


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- ETA: 1s - loss: 0.0357 - acc: 0.9882


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- ETA: 1s - loss: 0.0355 - acc: 0.9881


36/39 [==========================>...]

- ETA: 0s - loss: 0.0363 - acc: 0.9878


37/39 [===========================>..]

- ETA: 0s - loss: 0.0362 - acc: 0.9879


38/39 [============================>.]

- ETA: 0s - loss: 0.0354 - acc: 0.9882

128/878 [===>..........................]

- ETA: 0s - loss: 0.4347 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4613 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4458 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.5355 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.5141 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.5043 - acc: 0.9141


878/878 [==============================]

- 1s 607us/sample - loss: 0.4777 - acc: 0.9157



39/39 [==============================]

- 13s 333ms/step - loss: 0.0350 - acc: 0.9883 - val_loss: 0.4744 - val_acc: 0.9157


Epoch 117/200

1/39 [..............................]

- ETA: 6s - loss: 0.0570 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0758 - acc: 0.9688


3/39 [=>............................]

- ETA: 7s - loss: 0.0547 - acc: 0.9792


4/39 [==>...........................]

- ETA: 8s - loss: 0.0427 - acc: 0.9844


5/39 [==>...........................]

- ETA: 9s - loss: 0.0370 - acc: 0.9875


6/39 [===>..........................]

- ETA: 9s - loss: 0.0320 - acc: 0.9896


7/39 [====>.........................]

- ETA: 9s - loss: 0.0358 - acc: 0.9877


8/39 [=====>........................]

- ETA: 9s - loss: 0.0338 - acc: 0.9883


9/39 [=====>........................]

- ETA: 9s - loss: 0.0313 - acc: 0.9887


10/39 [======>.......................]

- ETA: 8s - loss: 0.0310 - acc: 0.9891


11/39 [=======>......................]

- ETA: 8s - loss: 0.0294 - acc: 0.9901


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- ETA: 8s - loss: 0.0313 - acc: 0.9889


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- ETA: 8s - loss: 0.0320 - acc: 0.9892


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- ETA: 7s - loss: 0.0344 - acc: 0.9883


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- ETA: 7s - loss: 0.0330 - acc: 0.9891


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- ETA: 7s - loss: 0.0330 - acc: 0.9893


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- ETA: 7s - loss: 0.0457 - acc: 0.9853


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- ETA: 6s - loss: 0.0469 - acc: 0.9839


19/39 [=============>................]

- ETA: 6s - loss: 0.0500 - acc: 0.9827


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- ETA: 6s - loss: 0.0501 - acc: 0.9824


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- ETA: 5s - loss: 0.0532 - acc: 0.9803


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- ETA: 5s - loss: 0.0532 - acc: 0.9798


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- ETA: 5s - loss: 0.0520 - acc: 0.9800


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- ETA: 4s - loss: 0.0533 - acc: 0.9795


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- ETA: 4s - loss: 0.0522 - acc: 0.9800


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- ETA: 4s - loss: 0.0550 - acc: 0.9793


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- ETA: 3s - loss: 0.0542 - acc: 0.9795


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- ETA: 3s - loss: 0.0542 - acc: 0.9791


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- ETA: 3s - loss: 0.0531 - acc: 0.9794


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- ETA: 2s - loss: 0.0525 - acc: 0.9796


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- ETA: 2s - loss: 0.0518 - acc: 0.9797


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- ETA: 2s - loss: 0.0523 - acc: 0.9799


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- ETA: 1s - loss: 0.0514 - acc: 0.9803


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- ETA: 1s - loss: 0.0515 - acc: 0.9804


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- ETA: 1s - loss: 0.0513 - acc: 0.9803


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- ETA: 1s - loss: 0.0518 - acc: 0.9802


37/39 [===========================>..]

- ETA: 0s - loss: 0.0522 - acc: 0.9803


38/39 [============================>.]

- ETA: 0s - loss: 0.0517 - acc: 0.9802

128/878 [===>..........................]

- ETA: 0s - loss: 0.3582 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3627 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4464 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.4772 - acc: 0.9023


640/878 [====================>.........]

- ETA: 0s - loss: 0.4891 - acc: 0.9031


768/878 [=========================>....]

- ETA: 0s - loss: 0.4814 - acc: 0.9089


878/878 [==============================]

- 1s 599us/sample - loss: 0.4563 - acc: 0.9123



39/39 [==============================]

- 14s 348ms/step - loss: 0.0508 - acc: 0.9807 - val_loss: 0.4532 - val_acc: 0.9123


Epoch 118/200

1/39 [..............................]

- ETA: 5s - loss: 0.0810 - acc: 0.9688


2/39 [>.............................]

- ETA: 5s - loss: 0.0847 - acc: 0.9688


3/39 [=>............................]

- ETA: 7s - loss: 0.0854 - acc: 0.9688


4/39 [==>...........................]

- ETA: 7s - loss: 0.0713 - acc: 0.9727


5/39 [==>...........................]

- ETA: 8s - loss: 0.0623 - acc: 0.9766


6/39 [===>..........................]

- ETA: 8s - loss: 0.0596 - acc: 0.9766


7/39 [====>.........................]

- ETA: 8s - loss: 0.0540 - acc: 0.9788


8/39 [=====>........................]

- ETA: 8s - loss: 0.0493 - acc: 0.9814


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- ETA: 8s - loss: 0.0461 - acc: 0.9826


10/39 [======>.......................]

- ETA: 8s - loss: 0.0459 - acc: 0.9820


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- ETA: 8s - loss: 0.0424 - acc: 0.9837


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- ETA: 7s - loss: 0.0420 - acc: 0.9831


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- ETA: 7s - loss: 0.0400 - acc: 0.9844


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- ETA: 7s - loss: 0.0396 - acc: 0.9844


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- ETA: 7s - loss: 0.0406 - acc: 0.9839


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- ETA: 6s - loss: 0.0421 - acc: 0.9839


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- ETA: 6s - loss: 0.0425 - acc: 0.9839


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- ETA: 6s - loss: 0.0405 - acc: 0.9848


19/39 [=============>................]

- ETA: 6s - loss: 0.0394 - acc: 0.9856


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- ETA: 5s - loss: 0.0408 - acc: 0.9852


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- ETA: 5s - loss: 0.0440 - acc: 0.9844


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- ETA: 5s - loss: 0.0449 - acc: 0.9844


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- ETA: 4s - loss: 0.0442 - acc: 0.9847


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- ETA: 4s - loss: 0.0440 - acc: 0.9850


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- ETA: 4s - loss: 0.0431 - acc: 0.9853


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- ETA: 4s - loss: 0.0431 - acc: 0.9853


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- ETA: 3s - loss: 0.0448 - acc: 0.9847


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- ETA: 3s - loss: 0.0456 - acc: 0.9841


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- ETA: 3s - loss: 0.0449 - acc: 0.9844


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- ETA: 2s - loss: 0.0444 - acc: 0.9846


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- ETA: 2s - loss: 0.0436 - acc: 0.9849


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- ETA: 2s - loss: 0.0426 - acc: 0.9854


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- ETA: 1s - loss: 0.0420 - acc: 0.9856


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- ETA: 1s - loss: 0.0417 - acc: 0.9855


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- ETA: 1s - loss: 0.0406 - acc: 0.9859


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- ETA: 0s - loss: 0.0410 - acc: 0.9857


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- ETA: 0s - loss: 0.0413 - acc: 0.9856


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- ETA: 0s - loss: 0.0406 - acc: 0.9860

128/878 [===>..........................]

- ETA: 0s - loss: 0.3834 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4795 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5367 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.5488 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.5332 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.5183 - acc: 0.9076


878/878 [==============================]

- 1s 608us/sample - loss: 0.4904 - acc: 0.9089



39/39 [==============================]

- 13s 330ms/step - loss: 0.0406 - acc: 0.9857 - val_loss: 0.4869 - val_acc: 0.9089


Epoch 119/200

1/39 [..............................]

- ETA: 5s - loss: 0.0379 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0354 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0325 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0350 - acc: 0.9863


5/39 [==>...........................]

- ETA: 9s - loss: 0.0319 - acc: 0.9875


6/39 [===>..........................]

- ETA: 9s - loss: 0.0401 - acc: 0.9870


7/39 [====>.........................]

- ETA: 9s - loss: 0.0398 - acc: 0.9866


8/39 [=====>........................]

- ETA: 9s - loss: 0.0402 - acc: 0.9863


9/39 [=====>........................]

- ETA: 9s - loss: 0.0376 - acc: 0.9870


10/39 [======>.......................]

- ETA: 8s - loss: 0.0366 - acc: 0.9883


11/39 [=======>......................]

- ETA: 8s - loss: 0.0355 - acc: 0.9886


12/39 [========>.....................]

- ETA: 8s - loss: 0.0377 - acc: 0.9876


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- ETA: 8s - loss: 0.0362 - acc: 0.9880


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- ETA: 7s - loss: 0.0364 - acc: 0.9877


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- ETA: 7s - loss: 0.0416 - acc: 0.9865


16/39 [===========>..................]

- ETA: 7s - loss: 0.0401 - acc: 0.9873


17/39 [============>.................]

- ETA: 6s - loss: 0.0382 - acc: 0.9879


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- ETA: 6s - loss: 0.0372 - acc: 0.9882


19/39 [=============>................]

- ETA: 6s - loss: 0.0380 - acc: 0.9884


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- ETA: 6s - loss: 0.0391 - acc: 0.9882


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- ETA: 5s - loss: 0.0386 - acc: 0.9884


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- ETA: 5s - loss: 0.0378 - acc: 0.9882


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- ETA: 5s - loss: 0.0368 - acc: 0.9884


24/39 [=================>............]

- ETA: 4s - loss: 0.0355 - acc: 0.9889


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- ETA: 4s - loss: 0.0353 - acc: 0.9890


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- ETA: 4s - loss: 0.0345 - acc: 0.9891


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- ETA: 3s - loss: 0.0340 - acc: 0.9892


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- ETA: 3s - loss: 0.0337 - acc: 0.9893


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- ETA: 3s - loss: 0.0340 - acc: 0.9889


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- ETA: 2s - loss: 0.0355 - acc: 0.9880


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- ETA: 2s - loss: 0.0381 - acc: 0.9876


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- ETA: 2s - loss: 0.0381 - acc: 0.9877


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- ETA: 1s - loss: 0.0382 - acc: 0.9879


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- ETA: 1s - loss: 0.0385 - acc: 0.9873


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- ETA: 1s - loss: 0.0381 - acc: 0.9874


36/39 [==========================>...]

- ETA: 0s - loss: 0.0375 - acc: 0.9876


37/39 [===========================>..]

- ETA: 0s - loss: 0.0378 - acc: 0.9875


38/39 [============================>.]

- ETA: 0s - loss: 0.0376 - acc: 0.9874

128/878 [===>..........................]

- ETA: 0s - loss: 0.2690 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4006 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4097 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4662 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.4545 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4493 - acc: 0.9154


878/878 [==============================]

- 1s 613us/sample - loss: 0.4263 - acc: 0.9157



39/39 [==============================]

- 14s 347ms/step - loss: 0.0371 - acc: 0.9875 - val_loss: 0.4234 - val_acc: 0.9157


Epoch 120/200

1/39 [..............................]

- ETA: 5s - loss: 0.0755 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0727 - acc: 0.9727


3/39 [=>............................]

- ETA: 6s - loss: 0.0604 - acc: 0.9766


4/39 [==>...........................]

- ETA: 7s - loss: 0.0519 - acc: 0.9824


5/39 [==>...........................]

- ETA: 7s - loss: 0.0652 - acc: 0.9781


6/39 [===>..........................]

- ETA: 8s - loss: 0.0592 - acc: 0.9805


7/39 [====>.........................]

- ETA: 8s - loss: 0.0566 - acc: 0.9810


8/39 [=====>........................]

- ETA: 8s - loss: 0.0621 - acc: 0.9805


9/39 [=====>........................]

- ETA: 8s - loss: 0.0628 - acc: 0.9792


10/39 [======>.......................]

- ETA: 8s - loss: 0.0609 - acc: 0.9797


11/39 [=======>......................]

- ETA: 7s - loss: 0.0579 - acc: 0.9801


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- ETA: 7s - loss: 0.0550 - acc: 0.9811


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- ETA: 7s - loss: 0.0513 - acc: 0.9826


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- ETA: 7s - loss: 0.0497 - acc: 0.9833


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- ETA: 7s - loss: 0.0480 - acc: 0.9833


16/39 [===========>..................]

- ETA: 6s - loss: 0.0492 - acc: 0.9824


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- ETA: 6s - loss: 0.0480 - acc: 0.9825


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- ETA: 6s - loss: 0.0463 - acc: 0.9835


19/39 [=============>................]

- ETA: 6s - loss: 0.0459 - acc: 0.9840


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- ETA: 5s - loss: 0.0451 - acc: 0.9836


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- ETA: 5s - loss: 0.0456 - acc: 0.9829


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- ETA: 5s - loss: 0.0467 - acc: 0.9830


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- ETA: 4s - loss: 0.0477 - acc: 0.9823


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- ETA: 4s - loss: 0.0467 - acc: 0.9827


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- ETA: 4s - loss: 0.0460 - acc: 0.9828


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- ETA: 4s - loss: 0.0444 - acc: 0.9835


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- ETA: 3s - loss: 0.0432 - acc: 0.9838


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- ETA: 3s - loss: 0.0423 - acc: 0.9844


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- ETA: 3s - loss: 0.0415 - acc: 0.9848


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- ETA: 2s - loss: 0.0421 - acc: 0.9848


31/39 [======================>.......]

- ETA: 2s - loss: 0.0419 - acc: 0.9851


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- ETA: 2s - loss: 0.0442 - acc: 0.9850


33/39 [========================>.....]

- ETA: 1s - loss: 0.0439 - acc: 0.9848


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- ETA: 1s - loss: 0.0451 - acc: 0.9845


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- ETA: 1s - loss: 0.0454 - acc: 0.9843


36/39 [==========================>...]

- ETA: 0s - loss: 0.0448 - acc: 0.9847


37/39 [===========================>..]

- ETA: 0s - loss: 0.0439 - acc: 0.9852


38/39 [============================>.]

- ETA: 0s - loss: 0.0446 - acc: 0.9851

128/878 [===>..........................]

- ETA: 0s - loss: 0.2493 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3864 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4109 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4318 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.4283 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.3931 - acc: 0.9245


878/878 [==============================]

- 1s 605us/sample - loss: 0.3680 - acc: 0.9260



39/39 [==============================]

- 13s 330ms/step - loss: 0.0438 - acc: 0.9855 - val_loss: 0.3649 - val_acc: 0.9260


Epoch 121/200

1/39 [..............................]

- ETA: 5s - loss: 0.0442 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0341 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0494 - acc: 0.9792


4/39 [==>...........................]

- ETA: 8s - loss: 0.0404 - acc: 0.9824


5/39 [==>...........................]

- ETA: 8s - loss: 0.0388 - acc: 0.9812


6/39 [===>..........................]

- ETA: 9s - loss: 0.0399 - acc: 0.9831


7/39 [====>.........................]

- ETA: 9s - loss: 0.0372 - acc: 0.9844


8/39 [=====>........................]

- ETA: 8s - loss: 0.0342 - acc: 0.9863


9/39 [=====>........................]

- ETA: 8s - loss: 0.0333 - acc: 0.9870


10/39 [======>.......................]

- ETA: 8s - loss: 0.0345 - acc: 0.9867


11/39 [=======>......................]

- ETA: 8s - loss: 0.0342 - acc: 0.9863


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- ETA: 8s - loss: 0.0335 - acc: 0.9862


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- ETA: 8s - loss: 0.0315 - acc: 0.9872


14/39 [=========>....................]

- ETA: 7s - loss: 0.0329 - acc: 0.9870


15/39 [==========>...................]

- ETA: 7s - loss: 0.0311 - acc: 0.9879


16/39 [===========>..................]

- ETA: 7s - loss: 0.0294 - acc: 0.9887


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- ETA: 7s - loss: 0.0286 - acc: 0.9889


18/39 [============>.................]

- ETA: 6s - loss: 0.0289 - acc: 0.9891


19/39 [=============>................]

- ETA: 6s - loss: 0.0276 - acc: 0.9896


20/39 [==============>...............]

- ETA: 6s - loss: 0.0288 - acc: 0.9898


21/39 [===============>..............]

- ETA: 5s - loss: 0.0277 - acc: 0.9903


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- ETA: 5s - loss: 0.0268 - acc: 0.9907


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- ETA: 5s - loss: 0.0263 - acc: 0.9911


24/39 [=================>............]

- ETA: 4s - loss: 0.0255 - acc: 0.9915


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- ETA: 4s - loss: 0.0247 - acc: 0.9918


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- ETA: 4s - loss: 0.0242 - acc: 0.9918


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- ETA: 3s - loss: 0.0236 - acc: 0.9921


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- ETA: 3s - loss: 0.0240 - acc: 0.9921


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- ETA: 3s - loss: 0.0244 - acc: 0.9919


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- ETA: 2s - loss: 0.0238 - acc: 0.9921


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- ETA: 2s - loss: 0.0247 - acc: 0.9919


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- ETA: 2s - loss: 0.0247 - acc: 0.9919


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- ETA: 1s - loss: 0.0247 - acc: 0.9919


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- ETA: 1s - loss: 0.0255 - acc: 0.9915


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- ETA: 1s - loss: 0.0250 - acc: 0.9917


36/39 [==========================>...]

- ETA: 1s - loss: 0.0248 - acc: 0.9917


37/39 [===========================>..]

- ETA: 0s - loss: 0.0243 - acc: 0.9919


38/39 [============================>.]

- ETA: 0s - loss: 0.0248 - acc: 0.9915

128/878 [===>..........................]

- ETA: 0s - loss: 0.3663 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4798 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5146 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.5144 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.5150 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.4936 - acc: 0.9089


878/878 [==============================]

- 1s 801us/sample - loss: 0.4617 - acc: 0.9112



39/39 [==============================]

- 14s 355ms/step - loss: 0.0243 - acc: 0.9918 - val_loss: 0.4578 - val_acc: 0.9112


Epoch 122/200

1/39 [..............................]

- ETA: 7s - loss: 0.0186 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0172 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0200 - acc: 0.9922


4/39 [==>...........................]

- ETA: 7s - loss: 0.0238 - acc: 0.9902


5/39 [==>...........................]

- ETA: 7s - loss: 0.0207 - acc: 0.9922


6/39 [===>..........................]

- ETA: 8s - loss: 0.0223 - acc: 0.9909


7/39 [====>.........................]

- ETA: 8s - loss: 0.0241 - acc: 0.9900


8/39 [=====>........................]

- ETA: 8s - loss: 0.0250 - acc: 0.9902


9/39 [=====>........................]

- ETA: 8s - loss: 0.0259 - acc: 0.9905


10/39 [======>.......................]

- ETA: 8s - loss: 0.0241 - acc: 0.9914


11/39 [=======>......................]

- ETA: 7s - loss: 0.0246 - acc: 0.9915


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- ETA: 7s - loss: 0.0232 - acc: 0.9922


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- ETA: 7s - loss: 0.0234 - acc: 0.9922


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- ETA: 7s - loss: 0.0231 - acc: 0.9916


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- ETA: 7s - loss: 0.0227 - acc: 0.9917


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- ETA: 6s - loss: 0.0220 - acc: 0.9922


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- ETA: 6s - loss: 0.0212 - acc: 0.9926


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- ETA: 6s - loss: 0.0224 - acc: 0.9926


19/39 [=============>................]

- ETA: 6s - loss: 0.0214 - acc: 0.9930


20/39 [==============>...............]

- ETA: 5s - loss: 0.0204 - acc: 0.9933


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- ETA: 5s - loss: 0.0199 - acc: 0.9933


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- ETA: 5s - loss: 0.0204 - acc: 0.9928


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- ETA: 4s - loss: 0.0202 - acc: 0.9932


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- ETA: 4s - loss: 0.0196 - acc: 0.9934


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- ETA: 4s - loss: 0.0199 - acc: 0.9931


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- ETA: 4s - loss: 0.0217 - acc: 0.9927


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- ETA: 3s - loss: 0.0212 - acc: 0.9927


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- ETA: 3s - loss: 0.0212 - acc: 0.9927


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- ETA: 3s - loss: 0.0228 - acc: 0.9921


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- ETA: 2s - loss: 0.0254 - acc: 0.9919


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- ETA: 2s - loss: 0.0261 - acc: 0.9916


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- ETA: 2s - loss: 0.0257 - acc: 0.9917


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- ETA: 1s - loss: 0.0250 - acc: 0.9919


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- ETA: 1s - loss: 0.0244 - acc: 0.9922


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- ETA: 1s - loss: 0.0286 - acc: 0.9915


36/39 [==========================>...]

- ETA: 0s - loss: 0.0288 - acc: 0.9913


37/39 [===========================>..]

- ETA: 0s - loss: 0.0296 - acc: 0.9909


38/39 [============================>.]

- ETA: 0s - loss: 0.0291 - acc: 0.9911

128/878 [===>..........................]

- ETA: 0s - loss: 0.3718 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4771 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.5420 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.5449 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.5245 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.4995 - acc: 0.9062


878/878 [==============================]

- 1s 635us/sample - loss: 0.4597 - acc: 0.9123



39/39 [==============================]

- 13s 339ms/step - loss: 0.0300 - acc: 0.9910 - val_loss: 0.4548 - val_acc: 0.9123


Epoch 123/200

1/39 [..............................]

- ETA: 5s - loss: 0.0118 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0460 - acc: 0.9883


3/39 [=>............................]

- ETA: 8s - loss: 0.0368 - acc: 0.9922


4/39 [==>...........................]

- ETA: 9s - loss: 0.0407 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0368 - acc: 0.9906


6/39 [===>..........................]

- ETA: 9s - loss: 0.0342 - acc: 0.9909


7/39 [====>.........................]

- ETA: 9s - loss: 0.0313 - acc: 0.9922


8/39 [=====>........................]

- ETA: 9s - loss: 0.0335 - acc: 0.9902


9/39 [=====>........................]

- ETA: 9s - loss: 0.0334 - acc: 0.9905


10/39 [======>.......................]

- ETA: 9s - loss: 0.0305 - acc: 0.9914


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- ETA: 9s - loss: 0.0291 - acc: 0.9915


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- ETA: 8s - loss: 0.0311 - acc: 0.9915


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- ETA: 8s - loss: 0.0291 - acc: 0.9922


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- ETA: 8s - loss: 0.0292 - acc: 0.9922


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- ETA: 8s - loss: 0.0280 - acc: 0.9927


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- ETA: 7s - loss: 0.0306 - acc: 0.9917


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- ETA: 7s - loss: 0.0306 - acc: 0.9913


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- ETA: 7s - loss: 0.0298 - acc: 0.9918


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- ETA: 6s - loss: 0.0323 - acc: 0.9905


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- ETA: 6s - loss: 0.0317 - acc: 0.9906


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- ETA: 6s - loss: 0.0315 - acc: 0.9900


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- ETA: 5s - loss: 0.0327 - acc: 0.9897


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- ETA: 5s - loss: 0.0327 - acc: 0.9895


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- ETA: 5s - loss: 0.0324 - acc: 0.9896


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- ETA: 4s - loss: 0.0319 - acc: 0.9897


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- ETA: 4s - loss: 0.0320 - acc: 0.9898


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- ETA: 4s - loss: 0.0334 - acc: 0.9893


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- ETA: 3s - loss: 0.0329 - acc: 0.9894


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- ETA: 3s - loss: 0.0320 - acc: 0.9898


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- ETA: 3s - loss: 0.0321 - acc: 0.9898


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- ETA: 2s - loss: 0.0315 - acc: 0.9902


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- ETA: 2s - loss: 0.0311 - acc: 0.9902


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- ETA: 2s - loss: 0.0302 - acc: 0.9905


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- ETA: 1s - loss: 0.0296 - acc: 0.9908


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- ETA: 1s - loss: 0.0290 - acc: 0.9911


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- ETA: 1s - loss: 0.0285 - acc: 0.9913


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- ETA: 0s - loss: 0.0283 - acc: 0.9913


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- ETA: 0s - loss: 0.0284 - acc: 0.9914

109/878 [==>...........................]

- ETA: 0s - loss: 0.4234 - acc: 0.9266


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- ETA: 0s - loss: 0.4540 - acc: 0.9312


327/878 [==========>...................]

- ETA: 0s - loss: 0.4418 - acc: 0.9174


436/878 [=============>................]

- ETA: 0s - loss: 0.5231 - acc: 0.9106


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- ETA: 0s - loss: 0.5112 - acc: 0.9119


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- ETA: 0s - loss: 0.4947 - acc: 0.9144


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- ETA: 0s - loss: 0.4941 - acc: 0.9122


872/878 [============================>.]

- ETA: 0s - loss: 0.4686 - acc: 0.9151


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4652 - acc: 0.9157



39/39 [==============================]

- 14s 367ms/step - loss: 0.0294 - acc: 0.9914 - val_loss: 0.4184 - val_acc: 0.9157


Epoch 124/200

1/39 [..............................]

- ETA: 6s - loss: 0.0138 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0120 - acc: 0.9961


3/39 [=>............................]

- ETA: 5s - loss: 0.0219 - acc: 0.9948


4/39 [==>...........................]

- ETA: 5s - loss: 0.0348 - acc: 0.9922


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- ETA: 6s - loss: 0.0341 - acc: 0.9906


6/39 [===>..........................]

- ETA: 7s - loss: 0.0381 - acc: 0.9896


7/39 [====>.........................]

- ETA: 7s - loss: 0.0371 - acc: 0.9888


8/39 [=====>........................]

- ETA: 7s - loss: 0.0336 - acc: 0.9902


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- ETA: 7s - loss: 0.0319 - acc: 0.9905


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- ETA: 7s - loss: 0.0290 - acc: 0.9914


11/39 [=======>......................]

- ETA: 7s - loss: 0.0317 - acc: 0.9893


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- ETA: 7s - loss: 0.0343 - acc: 0.9876


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- ETA: 7s - loss: 0.0363 - acc: 0.9874


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- ETA: 7s - loss: 0.0367 - acc: 0.9866


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- ETA: 6s - loss: 0.0404 - acc: 0.9844


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- ETA: 6s - loss: 0.0393 - acc: 0.9849


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- ETA: 6s - loss: 0.0394 - acc: 0.9848


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- ETA: 6s - loss: 0.0380 - acc: 0.9857


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- ETA: 5s - loss: 0.0382 - acc: 0.9856


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- ETA: 5s - loss: 0.0369 - acc: 0.9859


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- ETA: 5s - loss: 0.0371 - acc: 0.9862


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- ETA: 5s - loss: 0.0373 - acc: 0.9862


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- ETA: 4s - loss: 0.0370 - acc: 0.9864


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- ETA: 4s - loss: 0.0368 - acc: 0.9867


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- ETA: 4s - loss: 0.0357 - acc: 0.9872


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- ETA: 4s - loss: 0.0366 - acc: 0.9865


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- ETA: 3s - loss: 0.0364 - acc: 0.9864


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- ETA: 3s - loss: 0.0354 - acc: 0.9866


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- ETA: 3s - loss: 0.0378 - acc: 0.9863


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- ETA: 2s - loss: 0.0373 - acc: 0.9865


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- ETA: 2s - loss: 0.0365 - acc: 0.9869


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- ETA: 2s - loss: 0.0367 - acc: 0.9868


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- ETA: 1s - loss: 0.0360 - acc: 0.9869


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- ETA: 1s - loss: 0.0357 - acc: 0.9873


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- ETA: 1s - loss: 0.0351 - acc: 0.9877


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- ETA: 0s - loss: 0.0348 - acc: 0.9876


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- ETA: 0s - loss: 0.0341 - acc: 0.9879


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- ETA: 0s - loss: 0.0341 - acc: 0.9876

128/878 [===>..........................]

- ETA: 0s - loss: 0.2340 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3729 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3916 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4360 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.4471 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4398 - acc: 0.9154


878/878 [==============================]

- 1s 737us/sample - loss: 0.4204 - acc: 0.9180



39/39 [==============================]

- 13s 332ms/step - loss: 0.0349 - acc: 0.9873 - val_loss: 0.4180 - val_acc: 0.9180


Epoch 125/200

1/39 [..............................]

- ETA: 19s - loss: 0.0239 - acc: 0.9844


2/39 [>.............................]

- ETA: 13s - loss: 0.0142 - acc: 0.9922


3/39 [=>............................]

- ETA: 10s - loss: 0.0133 - acc: 0.9918


4/39 [==>...........................]

- ETA: 9s - loss: 0.0139 - acc: 0.9919


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- ETA: 8s - loss: 0.0212 - acc: 0.9887


6/39 [===>..........................]

- ETA: 8s - loss: 0.0202 - acc: 0.9893


7/39 [====>.........................]

- ETA: 8s - loss: 0.0176 - acc: 0.9909


8/39 [=====>........................]

- ETA: 8s - loss: 0.0192 - acc: 0.9900


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- ETA: 8s - loss: 0.0183 - acc: 0.9912


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- ETA: 8s - loss: 0.0200 - acc: 0.9913


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- ETA: 8s - loss: 0.0212 - acc: 0.9906


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- ETA: 8s - loss: 0.0223 - acc: 0.9901


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- ETA: 8s - loss: 0.0216 - acc: 0.9909


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- ETA: 7s - loss: 0.0206 - acc: 0.9915


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- ETA: 7s - loss: 0.0202 - acc: 0.9916


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- ETA: 7s - loss: 0.0199 - acc: 0.9916


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- ETA: 7s - loss: 0.0193 - acc: 0.9921


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- ETA: 6s - loss: 0.0203 - acc: 0.9921


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- ETA: 6s - loss: 0.0207 - acc: 0.9917


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- ETA: 6s - loss: 0.0221 - acc: 0.9909


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- ETA: 5s - loss: 0.0219 - acc: 0.9910


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- ETA: 5s - loss: 0.0215 - acc: 0.9911


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- ETA: 5s - loss: 0.0213 - acc: 0.9911


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- ETA: 4s - loss: 0.0207 - acc: 0.9912


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- ETA: 4s - loss: 0.0201 - acc: 0.9915


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- ETA: 4s - loss: 0.0211 - acc: 0.9915


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- ETA: 3s - loss: 0.0220 - acc: 0.9907


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- ETA: 3s - loss: 0.0218 - acc: 0.9910


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- ETA: 3s - loss: 0.0222 - acc: 0.9905


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- ETA: 3s - loss: 0.0219 - acc: 0.9908


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- ETA: 2s - loss: 0.0215 - acc: 0.9911


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- ETA: 2s - loss: 0.0213 - acc: 0.9912


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- ETA: 2s - loss: 0.0218 - acc: 0.9910


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- ETA: 1s - loss: 0.0218 - acc: 0.9910


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- ETA: 1s - loss: 0.0225 - acc: 0.9908


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- ETA: 1s - loss: 0.0220 - acc: 0.9911


37/39 [===========================>..]

- ETA: 0s - loss: 0.0240 - acc: 0.9909


38/39 [============================>.]

- ETA: 0s - loss: 0.0246 - acc: 0.9907

128/878 [===>..........................]

- ETA: 0s - loss: 0.4074 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4863 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5508 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.5576 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5334 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.5115 - acc: 0.9062


878/878 [==============================]

- 1s 612us/sample - loss: 0.5009 - acc: 0.9066



39/39 [==============================]

- 14s 351ms/step - loss: 0.0240 - acc: 0.9910 - val_loss: 0.4997 - val_acc: 0.9066


Epoch 126/200

1/39 [..............................]

- ETA: 25s - loss: 0.0631 - acc: 0.9688


2/39 [>.............................]

- ETA: 16s - loss: 0.0385 - acc: 0.9844


3/39 [=>............................]

- ETA: 13s - loss: 0.0328 - acc: 0.9870


4/39 [==>...........................]

- ETA: 11s - loss: 0.0366 - acc: 0.9844


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- ETA: 9s - loss: 0.0360 - acc: 0.9844


6/39 [===>..........................]

- ETA: 8s - loss: 0.0534 - acc: 0.9805


7/39 [====>.........................]

- ETA: 8s - loss: 0.0492 - acc: 0.9821


8/39 [=====>........................]

- ETA: 8s - loss: 0.0439 - acc: 0.9844


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- ETA: 8s - loss: 0.0437 - acc: 0.9844


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- ETA: 8s - loss: 0.0437 - acc: 0.9836


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- ETA: 8s - loss: 0.0429 - acc: 0.9837


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- ETA: 8s - loss: 0.0400 - acc: 0.9850


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- ETA: 7s - loss: 0.0391 - acc: 0.9850


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- ETA: 7s - loss: 0.0421 - acc: 0.9838


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- ETA: 7s - loss: 0.0438 - acc: 0.9828


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- ETA: 7s - loss: 0.0416 - acc: 0.9839


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- ETA: 6s - loss: 0.0416 - acc: 0.9839


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- ETA: 6s - loss: 0.0419 - acc: 0.9839


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- ETA: 6s - loss: 0.0413 - acc: 0.9840


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- ETA: 5s - loss: 0.0418 - acc: 0.9844


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- ETA: 5s - loss: 0.0411 - acc: 0.9847


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- ETA: 5s - loss: 0.0404 - acc: 0.9851


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- ETA: 5s - loss: 0.0409 - acc: 0.9851


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- ETA: 4s - loss: 0.0400 - acc: 0.9854


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- ETA: 4s - loss: 0.0390 - acc: 0.9856


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- ETA: 4s - loss: 0.0382 - acc: 0.9862


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- ETA: 3s - loss: 0.0387 - acc: 0.9861


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- ETA: 3s - loss: 0.0383 - acc: 0.9860


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- ETA: 3s - loss: 0.0413 - acc: 0.9857


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- ETA: 2s - loss: 0.0401 - acc: 0.9862


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- ETA: 2s - loss: 0.0395 - acc: 0.9864


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- ETA: 2s - loss: 0.0389 - acc: 0.9866


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- ETA: 1s - loss: 0.0391 - acc: 0.9865


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- ETA: 1s - loss: 0.0380 - acc: 0.9868


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- ETA: 1s - loss: 0.0373 - acc: 0.9870


36/39 [==========================>...]

- ETA: 0s - loss: 0.0366 - acc: 0.9874


37/39 [===========================>..]

- ETA: 0s - loss: 0.0357 - acc: 0.9877


38/39 [============================>.]

- ETA: 0s - loss: 0.0356 - acc: 0.9878

128/878 [===>..........................]

- ETA: 0s - loss: 0.3002 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4044 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4537 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5036 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4973 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4831 - acc: 0.9128


878/878 [==============================]

- 1s 615us/sample - loss: 0.4518 - acc: 0.9169



39/39 [==============================]

- 13s 335ms/step - loss: 0.0351 - acc: 0.9879 - val_loss: 0.4479 - val_acc: 0.9169


Epoch 127/200

1/39 [..............................]

- ETA: 5s - loss: 0.0077 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0062 - acc: 1.0000


3/39 [=>............................]

- ETA: 8s - loss: 0.0156 - acc: 0.9974


4/39 [==>...........................]

- ETA: 9s - loss: 0.0188 - acc: 0.9961


5/39 [==>...........................]

- ETA: 9s - loss: 0.0158 - acc: 0.9969


6/39 [===>..........................]

- ETA: 9s - loss: 0.0187 - acc: 0.9961


7/39 [====>.........................]

- ETA: 9s - loss: 0.0175 - acc: 0.9967


8/39 [=====>........................]

- ETA: 9s - loss: 0.0185 - acc: 0.9961


9/39 [=====>........................]

- ETA: 9s - loss: 0.0190 - acc: 0.9957


10/39 [======>.......................]

- ETA: 9s - loss: 0.0191 - acc: 0.9953


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- ETA: 8s - loss: 0.0182 - acc: 0.9957


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- ETA: 8s - loss: 0.0175 - acc: 0.9961


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- ETA: 8s - loss: 0.0177 - acc: 0.9958


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- ETA: 8s - loss: 0.0183 - acc: 0.9944


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- ETA: 7s - loss: 0.0172 - acc: 0.9948


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- ETA: 7s - loss: 0.0178 - acc: 0.9946


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- ETA: 7s - loss: 0.0178 - acc: 0.9945


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- ETA: 7s - loss: 0.0180 - acc: 0.9939


19/39 [=============>................]

- ETA: 6s - loss: 0.0195 - acc: 0.9930


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- ETA: 6s - loss: 0.0193 - acc: 0.9930


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- ETA: 6s - loss: 0.0184 - acc: 0.9933


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- ETA: 5s - loss: 0.0189 - acc: 0.9929


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- ETA: 5s - loss: 0.0186 - acc: 0.9929


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- ETA: 5s - loss: 0.0182 - acc: 0.9932


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- ETA: 4s - loss: 0.0180 - acc: 0.9934


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- ETA: 4s - loss: 0.0174 - acc: 0.9937


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- ETA: 4s - loss: 0.0173 - acc: 0.9936


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- ETA: 3s - loss: 0.0173 - acc: 0.9935


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- ETA: 3s - loss: 0.0170 - acc: 0.9938


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- ETA: 3s - loss: 0.0170 - acc: 0.9937


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- ETA: 2s - loss: 0.0173 - acc: 0.9934


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- ETA: 2s - loss: 0.0170 - acc: 0.9936


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- ETA: 2s - loss: 0.0176 - acc: 0.9931


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- ETA: 1s - loss: 0.0178 - acc: 0.9928


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- ETA: 1s - loss: 0.0175 - acc: 0.9931


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- ETA: 1s - loss: 0.0177 - acc: 0.9930


37/39 [===========================>..]

- ETA: 0s - loss: 0.0180 - acc: 0.9928


38/39 [============================>.]

- ETA: 0s - loss: 0.0176 - acc: 0.9930

128/878 [===>..........................]

- ETA: 0s - loss: 0.2503 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4095 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.4701 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.5066 - acc: 0.9238


640/878 [====================>.........]

- ETA: 0s - loss: 0.5258 - acc: 0.9203


768/878 [=========================>....]

- ETA: 0s - loss: 0.5229 - acc: 0.9193


878/878 [==============================]

- 1s 603us/sample - loss: 0.4991 - acc: 0.9203



39/39 [==============================]

- 14s 354ms/step - loss: 0.0173 - acc: 0.9932 - val_loss: 0.4962 - val_acc: 0.9203


Epoch 128/200

1/39 [..............................]

- ETA: 5s - loss: 0.0162 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0108 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0089 - acc: 0.9974


4/39 [==>...........................]

- ETA: 7s - loss: 0.0084 - acc: 0.9980


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- ETA: 8s - loss: 0.0087 - acc: 0.9969


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- ETA: 8s - loss: 0.0103 - acc: 0.9961


7/39 [====>.........................]

- ETA: 8s - loss: 0.0207 - acc: 0.9955


8/39 [=====>........................]

- ETA: 8s - loss: 0.0223 - acc: 0.9941


9/39 [=====>........................]

- ETA: 8s - loss: 0.0206 - acc: 0.9948


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- ETA: 8s - loss: 0.0211 - acc: 0.9937


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- ETA: 8s - loss: 0.0204 - acc: 0.9943


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- ETA: 8s - loss: 0.0204 - acc: 0.9948


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- ETA: 7s - loss: 0.0201 - acc: 0.9946


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- ETA: 7s - loss: 0.0201 - acc: 0.9944


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- ETA: 7s - loss: 0.0193 - acc: 0.9948


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- ETA: 7s - loss: 0.0182 - acc: 0.9951


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- ETA: 6s - loss: 0.0176 - acc: 0.9954


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- ETA: 6s - loss: 0.0175 - acc: 0.9957


19/39 [=============>................]

- ETA: 6s - loss: 0.0173 - acc: 0.9955


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- ETA: 5s - loss: 0.0170 - acc: 0.9957


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- ETA: 5s - loss: 0.0176 - acc: 0.9955


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- ETA: 5s - loss: 0.0168 - acc: 0.9957


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- ETA: 5s - loss: 0.0163 - acc: 0.9959


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- ETA: 4s - loss: 0.0165 - acc: 0.9957


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- ETA: 4s - loss: 0.0173 - acc: 0.9953


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- ETA: 4s - loss: 0.0181 - acc: 0.9949


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- ETA: 3s - loss: 0.0209 - acc: 0.9945


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- ETA: 3s - loss: 0.0207 - acc: 0.9944


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- ETA: 3s - loss: 0.0211 - acc: 0.9943


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- ETA: 2s - loss: 0.0212 - acc: 0.9940


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- ETA: 2s - loss: 0.0239 - acc: 0.9934


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- ETA: 2s - loss: 0.0233 - acc: 0.9936


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- ETA: 1s - loss: 0.0243 - acc: 0.9931


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- ETA: 1s - loss: 0.0236 - acc: 0.9933


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- ETA: 1s - loss: 0.0240 - acc: 0.9933


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- ETA: 0s - loss: 0.0251 - acc: 0.9930


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- ETA: 0s - loss: 0.0249 - acc: 0.9930


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- ETA: 0s - loss: 0.0263 - acc: 0.9926

128/878 [===>..........................]

- ETA: 0s - loss: 0.4510 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4973 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5261 - acc: 0.9036


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- ETA: 0s - loss: 0.5619 - acc: 0.9082


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- ETA: 0s - loss: 0.5560 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5465 - acc: 0.9076


878/878 [==============================]

- 1s 641us/sample - loss: 0.5179 - acc: 0.9112



39/39 [==============================]

- 13s 337ms/step - loss: 0.0270 - acc: 0.9924 - val_loss: 0.5144 - val_acc: 0.9112


Epoch 129/200

1/39 [..............................]

- ETA: 5s - loss: 0.0500 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0301 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0656 - acc: 0.9808


4/39 [==>...........................]

- ETA: 7s - loss: 0.0511 - acc: 0.9858


5/39 [==>...........................]

- ETA: 8s - loss: 0.0448 - acc: 0.9871


6/39 [===>..........................]

- ETA: 8s - loss: 0.0616 - acc: 0.9853


7/39 [====>.........................]

- ETA: 8s - loss: 0.0643 - acc: 0.9829


8/39 [=====>........................]

- ETA: 8s - loss: 0.0584 - acc: 0.9841


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- ETA: 8s - loss: 0.0583 - acc: 0.9832


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- ETA: 8s - loss: 0.0537 - acc: 0.9849


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- ETA: 8s - loss: 0.0504 - acc: 0.9856


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- ETA: 8s - loss: 0.0478 - acc: 0.9868


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- ETA: 8s - loss: 0.0488 - acc: 0.9854


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- ETA: 7s - loss: 0.0472 - acc: 0.9859


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- ETA: 7s - loss: 0.0474 - acc: 0.9863


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- ETA: 7s - loss: 0.0457 - acc: 0.9867


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- ETA: 7s - loss: 0.0458 - acc: 0.9861


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- ETA: 6s - loss: 0.0460 - acc: 0.9856


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- ETA: 6s - loss: 0.0441 - acc: 0.9859


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- ETA: 6s - loss: 0.0458 - acc: 0.9854


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- ETA: 5s - loss: 0.0458 - acc: 0.9850


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- ETA: 5s - loss: 0.0454 - acc: 0.9846


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- ETA: 5s - loss: 0.0456 - acc: 0.9846


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- ETA: 4s - loss: 0.0478 - acc: 0.9843


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- ETA: 4s - loss: 0.0471 - acc: 0.9846


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- ETA: 4s - loss: 0.0461 - acc: 0.9849


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- ETA: 3s - loss: 0.0466 - acc: 0.9840


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- ETA: 3s - loss: 0.0463 - acc: 0.9843


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- ETA: 3s - loss: 0.0467 - acc: 0.9843


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- ETA: 3s - loss: 0.0461 - acc: 0.9843


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- ETA: 2s - loss: 0.0450 - acc: 0.9846


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- ETA: 2s - loss: 0.0440 - acc: 0.9848


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- ETA: 2s - loss: 0.0432 - acc: 0.9850


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- ETA: 1s - loss: 0.0424 - acc: 0.9855


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- ETA: 1s - loss: 0.0419 - acc: 0.9854


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- ETA: 1s - loss: 0.0418 - acc: 0.9854


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- ETA: 0s - loss: 0.0426 - acc: 0.9852


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- ETA: 0s - loss: 0.0417 - acc: 0.9856

128/878 [===>..........................]

- ETA: 0s - loss: 0.3459 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4710 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5254 - acc: 0.9062


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- ETA: 0s - loss: 0.5480 - acc: 0.9043


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- ETA: 0s - loss: 0.5508 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.5415 - acc: 0.9062


878/878 [==============================]

- 1s 608us/sample - loss: 0.5218 - acc: 0.9077



39/39 [==============================]

- 14s 352ms/step - loss: 0.0424 - acc: 0.9849 - val_loss: 0.5194 - val_acc: 0.9077


Epoch 130/200

1/39 [..............................]

- ETA: 5s - loss: 0.0385 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0370 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0289 - acc: 0.9896


4/39 [==>...........................]

- ETA: 7s - loss: 0.0270 - acc: 0.9883


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- ETA: 8s - loss: 0.0463 - acc: 0.9844


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- ETA: 8s - loss: 0.0397 - acc: 0.9870


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- ETA: 8s - loss: 0.0377 - acc: 0.9877


8/39 [=====>........................]

- ETA: 8s - loss: 0.0398 - acc: 0.9873


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- ETA: 8s - loss: 0.0406 - acc: 0.9861


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- ETA: 8s - loss: 0.0385 - acc: 0.9867


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- ETA: 8s - loss: 0.0358 - acc: 0.9879


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- ETA: 7s - loss: 0.0348 - acc: 0.9870


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- ETA: 7s - loss: 0.0355 - acc: 0.9868


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- ETA: 7s - loss: 0.0347 - acc: 0.9872


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- ETA: 7s - loss: 0.0340 - acc: 0.9875


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- ETA: 6s - loss: 0.0324 - acc: 0.9883


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- ETA: 6s - loss: 0.0343 - acc: 0.9871


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- ETA: 6s - loss: 0.0351 - acc: 0.9870


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- ETA: 6s - loss: 0.0355 - acc: 0.9864


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- ETA: 5s - loss: 0.0341 - acc: 0.9871


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- ETA: 5s - loss: 0.0337 - acc: 0.9874


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- ETA: 5s - loss: 0.0330 - acc: 0.9875


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- ETA: 4s - loss: 0.0327 - acc: 0.9874


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- ETA: 4s - loss: 0.0323 - acc: 0.9876


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- ETA: 4s - loss: 0.0325 - acc: 0.9871


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- ETA: 4s - loss: 0.0363 - acc: 0.9864


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- ETA: 3s - loss: 0.0371 - acc: 0.9866


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- ETA: 3s - loss: 0.0382 - acc: 0.9865


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- ETA: 3s - loss: 0.0395 - acc: 0.9865


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- ETA: 2s - loss: 0.0406 - acc: 0.9859


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- ETA: 2s - loss: 0.0403 - acc: 0.9861


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- ETA: 2s - loss: 0.0405 - acc: 0.9860


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- ETA: 1s - loss: 0.0430 - acc: 0.9848


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- ETA: 1s - loss: 0.0446 - acc: 0.9843


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- ETA: 1s - loss: 0.0467 - acc: 0.9841


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- ETA: 0s - loss: 0.0461 - acc: 0.9841


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- ETA: 0s - loss: 0.0473 - acc: 0.9841


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- ETA: 0s - loss: 0.0469 - acc: 0.9843

128/878 [===>..........................]

- ETA: 0s - loss: 0.4437 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4320 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4302 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.4430 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4331 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4206 - acc: 0.9154


878/878 [==============================]

- 1s 627us/sample - loss: 0.4079 - acc: 0.9157



39/39 [==============================]

- 13s 331ms/step - loss: 0.0465 - acc: 0.9843 - val_loss: 0.4063 - val_acc: 0.9157


Epoch 131/200

1/39 [..............................]

- ETA: 5s - loss: 0.0573 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0618 - acc: 0.9844


3/39 [=>............................]

- ETA: 8s - loss: 0.0452 - acc: 0.9870


4/39 [==>...........................]

- ETA: 9s - loss: 0.0426 - acc: 0.9863


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- ETA: 9s - loss: 0.0389 - acc: 0.9875


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- ETA: 9s - loss: 0.0397 - acc: 0.9870


7/39 [====>.........................]

- ETA: 9s - loss: 0.0405 - acc: 0.9866


8/39 [=====>........................]

- ETA: 9s - loss: 0.0380 - acc: 0.9873


9/39 [=====>........................]

- ETA: 9s - loss: 0.0407 - acc: 0.9861


10/39 [======>.......................]

- ETA: 9s - loss: 0.0389 - acc: 0.9867


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- ETA: 8s - loss: 0.0360 - acc: 0.9878


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- ETA: 8s - loss: 0.0374 - acc: 0.9881


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- ETA: 8s - loss: 0.0384 - acc: 0.9878


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- ETA: 7s - loss: 0.0394 - acc: 0.9870


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- ETA: 7s - loss: 0.0394 - acc: 0.9868


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- ETA: 7s - loss: 0.0400 - acc: 0.9872


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- ETA: 7s - loss: 0.0452 - acc: 0.9870


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- ETA: 6s - loss: 0.0439 - acc: 0.9873


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- ETA: 6s - loss: 0.0437 - acc: 0.9872


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- ETA: 6s - loss: 0.0428 - acc: 0.9874


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- ETA: 5s - loss: 0.0423 - acc: 0.9873


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- ETA: 5s - loss: 0.0411 - acc: 0.9878


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- ETA: 5s - loss: 0.0416 - acc: 0.9874


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- ETA: 4s - loss: 0.0413 - acc: 0.9872


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- ETA: 4s - loss: 0.0404 - acc: 0.9874


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- ETA: 4s - loss: 0.0403 - acc: 0.9873


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- ETA: 3s - loss: 0.0392 - acc: 0.9878


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- ETA: 3s - loss: 0.0384 - acc: 0.9879


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- ETA: 3s - loss: 0.0376 - acc: 0.9884


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- ETA: 3s - loss: 0.0377 - acc: 0.9880


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- ETA: 2s - loss: 0.0372 - acc: 0.9878


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- ETA: 2s - loss: 0.0362 - acc: 0.9882


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- ETA: 2s - loss: 0.0374 - acc: 0.9874


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- ETA: 1s - loss: 0.0371 - acc: 0.9875


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- ETA: 1s - loss: 0.0384 - acc: 0.9870


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- ETA: 1s - loss: 0.0386 - acc: 0.9871


37/39 [===========================>..]

- ETA: 0s - loss: 0.0391 - acc: 0.9871


38/39 [============================>.]

- ETA: 0s - loss: 0.0385 - acc: 0.9872

128/878 [===>..........................]

- ETA: 0s - loss: 0.2783 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4248 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4789 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5590 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.5579 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.5584 - acc: 0.9102


878/878 [==============================]

- 1s 609us/sample - loss: 0.5228 - acc: 0.9146



39/39 [==============================]

- 14s 353ms/step - loss: 0.0402 - acc: 0.9867 - val_loss: 0.5184 - val_acc: 0.9146


Epoch 132/200

1/39 [..............................]

- ETA: 5s - loss: 0.0637 - acc: 0.9688


2/39 [>.............................]

- ETA: 5s - loss: 0.0588 - acc: 0.9727


3/39 [=>............................]

- ETA: 6s - loss: 0.0494 - acc: 0.9740


4/39 [==>...........................]

- ETA: 7s - loss: 0.0451 - acc: 0.9766


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- ETA: 8s - loss: 0.0400 - acc: 0.9797


6/39 [===>..........................]

- ETA: 8s - loss: 0.0527 - acc: 0.9753


7/39 [====>.........................]

- ETA: 8s - loss: 0.0478 - acc: 0.9788


8/39 [=====>........................]

- ETA: 8s - loss: 0.0463 - acc: 0.9795


9/39 [=====>........................]

- ETA: 8s - loss: 0.0487 - acc: 0.9800


10/39 [======>.......................]

- ETA: 8s - loss: 0.0464 - acc: 0.9812


11/39 [=======>......................]

- ETA: 7s - loss: 0.0471 - acc: 0.9798


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- ETA: 7s - loss: 0.0476 - acc: 0.9796


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- ETA: 7s - loss: 0.0441 - acc: 0.9812


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- ETA: 7s - loss: 0.0428 - acc: 0.9820


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- ETA: 7s - loss: 0.0402 - acc: 0.9832


16/39 [===========>..................]

- ETA: 6s - loss: 0.0386 - acc: 0.9842


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- ETA: 6s - loss: 0.0378 - acc: 0.9847


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- ETA: 6s - loss: 0.0377 - acc: 0.9851


19/39 [=============>................]

- ETA: 6s - loss: 0.0387 - acc: 0.9847


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- ETA: 5s - loss: 0.0385 - acc: 0.9847


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- ETA: 5s - loss: 0.0374 - acc: 0.9854


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- ETA: 5s - loss: 0.0363 - acc: 0.9861


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- ETA: 4s - loss: 0.0363 - acc: 0.9860


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- ETA: 4s - loss: 0.0350 - acc: 0.9866


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- ETA: 4s - loss: 0.0343 - acc: 0.9868


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- ETA: 4s - loss: 0.0333 - acc: 0.9873


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- ETA: 3s - loss: 0.0328 - acc: 0.9875


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- ETA: 3s - loss: 0.0319 - acc: 0.9879


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- ETA: 3s - loss: 0.0322 - acc: 0.9873


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- ETA: 2s - loss: 0.0314 - acc: 0.9877


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- ETA: 2s - loss: 0.0329 - acc: 0.9868


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- ETA: 2s - loss: 0.0327 - acc: 0.9870


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- ETA: 1s - loss: 0.0329 - acc: 0.9872


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- ETA: 1s - loss: 0.0331 - acc: 0.9873


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- ETA: 1s - loss: 0.0330 - acc: 0.9872


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- ETA: 0s - loss: 0.0328 - acc: 0.9874


37/39 [===========================>..]

- ETA: 0s - loss: 0.0321 - acc: 0.9877


38/39 [============================>.]

- ETA: 0s - loss: 0.0325 - acc: 0.9876

128/878 [===>..........................]

- ETA: 0s - loss: 0.2566 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4451 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.5126 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.5609 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.5424 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5330 - acc: 0.9128


878/878 [==============================]

- 1s 625us/sample - loss: 0.5011 - acc: 0.9180



39/39 [==============================]

- 13s 334ms/step - loss: 0.0327 - acc: 0.9875 - val_loss: 0.4972 - val_acc: 0.9180


Epoch 133/200

1/39 [..............................]

- ETA: 5s - loss: 0.0488 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0441 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0393 - acc: 0.9844


4/39 [==>...........................]

- ETA: 8s - loss: 0.0435 - acc: 0.9824


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- ETA: 9s - loss: 0.0599 - acc: 0.9812


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- ETA: 9s - loss: 0.0558 - acc: 0.9831


7/39 [====>.........................]

- ETA: 9s - loss: 0.0697 - acc: 0.9833


8/39 [=====>........................]

- ETA: 9s - loss: 0.0637 - acc: 0.9844


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- ETA: 9s - loss: 0.0623 - acc: 0.9844


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- ETA: 8s - loss: 0.0702 - acc: 0.9836


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- ETA: 8s - loss: 0.0809 - acc: 0.9794


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- ETA: 8s - loss: 0.0744 - acc: 0.9811


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- ETA: 8s - loss: 0.0717 - acc: 0.9820


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- ETA: 7s - loss: 0.0683 - acc: 0.9821


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- ETA: 7s - loss: 0.0752 - acc: 0.9792


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- ETA: 7s - loss: 0.0756 - acc: 0.9790


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- ETA: 7s - loss: 0.0755 - acc: 0.9789


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- ETA: 6s - loss: 0.0837 - acc: 0.9766


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- ETA: 6s - loss: 0.0819 - acc: 0.9774


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- ETA: 6s - loss: 0.0793 - acc: 0.9781


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- ETA: 5s - loss: 0.0774 - acc: 0.9784


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- ETA: 5s - loss: 0.0775 - acc: 0.9783


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- ETA: 5s - loss: 0.0777 - acc: 0.9776


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- ETA: 4s - loss: 0.0767 - acc: 0.9777


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- ETA: 4s - loss: 0.0801 - acc: 0.9767


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- ETA: 4s - loss: 0.0813 - acc: 0.9758


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- ETA: 3s - loss: 0.0805 - acc: 0.9759


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- ETA: 3s - loss: 0.0790 - acc: 0.9756


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- ETA: 3s - loss: 0.0787 - acc: 0.9751


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- ETA: 2s - loss: 0.0771 - acc: 0.9754


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- ETA: 2s - loss: 0.0753 - acc: 0.9757


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- ETA: 2s - loss: 0.0744 - acc: 0.9757


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- ETA: 1s - loss: 0.0735 - acc: 0.9760


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- ETA: 1s - loss: 0.0729 - acc: 0.9765


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- ETA: 1s - loss: 0.0721 - acc: 0.9767


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- ETA: 1s - loss: 0.0723 - acc: 0.9767


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- ETA: 0s - loss: 0.0712 - acc: 0.9769


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- ETA: 0s - loss: 0.0707 - acc: 0.9771

128/878 [===>..........................]

- ETA: 0s - loss: 0.2025 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3698 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4302 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4732 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4785 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4971 - acc: 0.9076


878/878 [==============================]

- 1s 610us/sample - loss: 0.4772 - acc: 0.9089



39/39 [==============================]

- 14s 352ms/step - loss: 0.0697 - acc: 0.9773 - val_loss: 0.4748 - val_acc: 0.9089


Epoch 134/200

1/39 [..............................]

- ETA: 6s - loss: 0.0249 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0437 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0342 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0458 - acc: 0.9805


5/39 [==>...........................]

- ETA: 8s - loss: 0.0451 - acc: 0.9812


6/39 [===>..........................]

- ETA: 8s - loss: 0.0427 - acc: 0.9831


7/39 [====>.........................]

- ETA: 8s - loss: 0.0406 - acc: 0.9833


8/39 [=====>........................]

- ETA: 8s - loss: 0.0407 - acc: 0.9824


9/39 [=====>........................]

- ETA: 8s - loss: 0.0384 - acc: 0.9835


10/39 [======>.......................]

- ETA: 8s - loss: 0.0424 - acc: 0.9828


11/39 [=======>......................]

- ETA: 8s - loss: 0.0401 - acc: 0.9844


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- ETA: 8s - loss: 0.0402 - acc: 0.9844


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- ETA: 7s - loss: 0.0410 - acc: 0.9844


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- ETA: 7s - loss: 0.0385 - acc: 0.9855


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- ETA: 7s - loss: 0.0399 - acc: 0.9854


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- ETA: 7s - loss: 0.0406 - acc: 0.9849


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- ETA: 6s - loss: 0.0405 - acc: 0.9853


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- ETA: 6s - loss: 0.0428 - acc: 0.9848


19/39 [=============>................]

- ETA: 6s - loss: 0.0414 - acc: 0.9852


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- ETA: 5s - loss: 0.0405 - acc: 0.9855


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- ETA: 5s - loss: 0.0395 - acc: 0.9859


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- ETA: 5s - loss: 0.0389 - acc: 0.9862


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- ETA: 5s - loss: 0.0378 - acc: 0.9868


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- ETA: 4s - loss: 0.0376 - acc: 0.9862


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- ETA: 4s - loss: 0.0369 - acc: 0.9865


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- ETA: 4s - loss: 0.0363 - acc: 0.9867


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- ETA: 3s - loss: 0.0358 - acc: 0.9866


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- ETA: 3s - loss: 0.0350 - acc: 0.9868


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- ETA: 3s - loss: 0.0351 - acc: 0.9867


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- ETA: 2s - loss: 0.0346 - acc: 0.9869


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- ETA: 2s - loss: 0.0351 - acc: 0.9866


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- ETA: 2s - loss: 0.0345 - acc: 0.9868


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- ETA: 1s - loss: 0.0343 - acc: 0.9869


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- ETA: 1s - loss: 0.0338 - acc: 0.9871


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- ETA: 1s - loss: 0.0334 - acc: 0.9874


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- ETA: 0s - loss: 0.0338 - acc: 0.9874


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- ETA: 0s - loss: 0.0332 - acc: 0.9877


38/39 [============================>.]

- ETA: 0s - loss: 0.0345 - acc: 0.9876

128/878 [===>..........................]

- ETA: 0s - loss: 0.2489 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4453 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5128 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.5548 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.5502 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5360 - acc: 0.9062


878/878 [==============================]

- 1s 625us/sample - loss: 0.4950 - acc: 0.9089



39/39 [==============================]

- 13s 337ms/step - loss: 0.0343 - acc: 0.9877 - val_loss: 0.4900 - val_acc: 0.9089


Epoch 135/200

1/39 [..............................]

- ETA: 5s - loss: 0.0375 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0420 - acc: 0.9844


3/39 [=>............................]

- ETA: 8s - loss: 0.0302 - acc: 0.9896


4/39 [==>...........................]

- ETA: 9s - loss: 0.0263 - acc: 0.9902


5/39 [==>...........................]

- ETA: 9s - loss: 0.0217 - acc: 0.9922


6/39 [===>..........................]

- ETA: 9s - loss: 0.0197 - acc: 0.9935


7/39 [====>.........................]

- ETA: 9s - loss: 0.0249 - acc: 0.9922


8/39 [=====>........................]

- ETA: 9s - loss: 0.0248 - acc: 0.9912


9/39 [=====>........................]

- ETA: 9s - loss: 0.0256 - acc: 0.9905


10/39 [======>.......................]

- ETA: 9s - loss: 0.0283 - acc: 0.9906


11/39 [=======>......................]

- ETA: 8s - loss: 0.0260 - acc: 0.9915


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- ETA: 8s - loss: 0.0254 - acc: 0.9915


13/39 [=========>....................]

- ETA: 8s - loss: 0.0242 - acc: 0.9922


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- ETA: 8s - loss: 0.0237 - acc: 0.9922


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- ETA: 7s - loss: 0.0242 - acc: 0.9917


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- ETA: 7s - loss: 0.0230 - acc: 0.9922


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- ETA: 7s - loss: 0.0227 - acc: 0.9922


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- ETA: 7s - loss: 0.0230 - acc: 0.9918


19/39 [=============>................]

- ETA: 6s - loss: 0.0233 - acc: 0.9918


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- ETA: 6s - loss: 0.0234 - acc: 0.9917


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- ETA: 6s - loss: 0.0230 - acc: 0.9918


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- ETA: 5s - loss: 0.0220 - acc: 0.9921


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- ETA: 5s - loss: 0.0220 - acc: 0.9921


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- ETA: 5s - loss: 0.0232 - acc: 0.9915


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- ETA: 4s - loss: 0.0226 - acc: 0.9918


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- ETA: 4s - loss: 0.0221 - acc: 0.9921


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- ETA: 4s - loss: 0.0224 - acc: 0.9921


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- ETA: 3s - loss: 0.0232 - acc: 0.9916


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- ETA: 3s - loss: 0.0226 - acc: 0.9919


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- ETA: 3s - loss: 0.0221 - acc: 0.9919


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- ETA: 2s - loss: 0.0221 - acc: 0.9919


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- ETA: 2s - loss: 0.0222 - acc: 0.9919


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- ETA: 2s - loss: 0.0226 - acc: 0.9919


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- ETA: 1s - loss: 0.0224 - acc: 0.9919


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- ETA: 1s - loss: 0.0226 - acc: 0.9917


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- ETA: 1s - loss: 0.0224 - acc: 0.9919


37/39 [===========================>..]

- ETA: 0s - loss: 0.0226 - acc: 0.9919


38/39 [============================>.]

- ETA: 0s - loss: 0.0233 - acc: 0.9917

128/878 [===>..........................]

- ETA: 0s - loss: 0.4052 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4537 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.4781 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.5657 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.5526 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.5235 - acc: 0.9206


878/878 [==============================]

- 1s 610us/sample - loss: 0.4918 - acc: 0.9226



39/39 [==============================]

- 14s 358ms/step - loss: 0.0234 - acc: 0.9916 - val_loss: 0.4879 - val_acc: 0.9226


Epoch 136/200

1/39 [..............................]

- ETA: 5s - loss: 0.0541 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0419 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0288 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0231 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0302 - acc: 0.9875


6/39 [===>..........................]

- ETA: 8s - loss: 0.0258 - acc: 0.9896


7/39 [====>.........................]

- ETA: 8s - loss: 0.0310 - acc: 0.9855


8/39 [=====>........................]

- ETA: 8s - loss: 0.0302 - acc: 0.9863


9/39 [=====>........................]

- ETA: 8s - loss: 0.0302 - acc: 0.9870


10/39 [======>.......................]

- ETA: 8s - loss: 0.0273 - acc: 0.9883


11/39 [=======>......................]

- ETA: 8s - loss: 0.0258 - acc: 0.9893


12/39 [========>.....................]

- ETA: 8s - loss: 0.0283 - acc: 0.9896


13/39 [=========>....................]

- ETA: 7s - loss: 0.0349 - acc: 0.9874


14/39 [=========>....................]

- ETA: 7s - loss: 0.0340 - acc: 0.9877


15/39 [==========>...................]

- ETA: 7s - loss: 0.0334 - acc: 0.9880


16/39 [===========>..................]

- ETA: 7s - loss: 0.0333 - acc: 0.9883


17/39 [============>.................]

- ETA: 6s - loss: 0.0335 - acc: 0.9881


18/39 [============>.................]

- ETA: 6s - loss: 0.0327 - acc: 0.9878


19/39 [=============>................]

- ETA: 6s - loss: 0.0348 - acc: 0.9873


20/39 [==============>...............]

- ETA: 6s - loss: 0.0334 - acc: 0.9879


21/39 [===============>..............]

- ETA: 5s - loss: 0.0325 - acc: 0.9885


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- ETA: 5s - loss: 0.0332 - acc: 0.9879


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- ETA: 5s - loss: 0.0328 - acc: 0.9878


24/39 [=================>............]

- ETA: 4s - loss: 0.0322 - acc: 0.9883


25/39 [==================>...........]

- ETA: 4s - loss: 0.0313 - acc: 0.9887


26/39 [===================>..........]

- ETA: 4s - loss: 0.0331 - acc: 0.9874


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- ETA: 3s - loss: 0.0344 - acc: 0.9873


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- ETA: 3s - loss: 0.0339 - acc: 0.9874


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- ETA: 3s - loss: 0.0328 - acc: 0.9879


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- ETA: 2s - loss: 0.0325 - acc: 0.9880


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- ETA: 2s - loss: 0.0326 - acc: 0.9879


32/39 [=======================>......]

- ETA: 2s - loss: 0.0318 - acc: 0.9882


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- ETA: 1s - loss: 0.0313 - acc: 0.9883


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- ETA: 1s - loss: 0.0320 - acc: 0.9880


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- ETA: 1s - loss: 0.0313 - acc: 0.9883


36/39 [==========================>...]

- ETA: 0s - loss: 0.0312 - acc: 0.9885


37/39 [===========================>..]

- ETA: 0s - loss: 0.0316 - acc: 0.9883


38/39 [============================>.]

- ETA: 0s - loss: 0.0316 - acc: 0.9884

128/878 [===>..........................]

- ETA: 0s - loss: 0.2708 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4306 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4891 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5218 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.5183 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5067 - acc: 0.9128


878/878 [==============================]

- 1s 627us/sample - loss: 0.4652 - acc: 0.9157



39/39 [==============================]

- 13s 338ms/step - loss: 0.0318 - acc: 0.9883 - val_loss: 0.4601 - val_acc: 0.9157


Epoch 137/200

1/39 [..............................]

- ETA: 18s - loss: 0.0201 - acc: 0.9908


2/39 [>.............................]

- ETA: 15s - loss: 0.0162 - acc: 0.9958


3/39 [=>............................]

- ETA: 12s - loss: 0.0114 - acc: 0.9973


4/39 [==>...........................]

- ETA: 10s - loss: 0.0133 - acc: 0.9959


5/39 [==>...........................]

- ETA: 9s - loss: 0.0212 - acc: 0.9919


6/39 [===>..........................]

- ETA: 8s - loss: 0.0280 - acc: 0.9893


7/39 [====>.........................]

- ETA: 8s - loss: 0.0245 - acc: 0.9909


8/39 [=====>........................]

- ETA: 8s - loss: 0.0233 - acc: 0.9910


9/39 [=====>........................]

- ETA: 8s - loss: 0.0250 - acc: 0.9903


10/39 [======>.......................]

- ETA: 8s - loss: 0.0261 - acc: 0.9897


11/39 [=======>......................]

- ETA: 8s - loss: 0.0248 - acc: 0.9899


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- ETA: 8s - loss: 0.0230 - acc: 0.9908


13/39 [=========>....................]

- ETA: 8s - loss: 0.0223 - acc: 0.9909


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- ETA: 7s - loss: 0.0222 - acc: 0.9910


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- ETA: 7s - loss: 0.0210 - acc: 0.9916


16/39 [===========>..................]

- ETA: 7s - loss: 0.0199 - acc: 0.9921


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- ETA: 7s - loss: 0.0217 - acc: 0.9907


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- ETA: 6s - loss: 0.0224 - acc: 0.9904


19/39 [=============>................]

- ETA: 6s - loss: 0.0220 - acc: 0.9909


20/39 [==============>...............]

- ETA: 6s - loss: 0.0291 - acc: 0.9894


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- ETA: 5s - loss: 0.0281 - acc: 0.9895


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- ETA: 5s - loss: 0.0271 - acc: 0.9900


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- ETA: 5s - loss: 0.0285 - acc: 0.9894


24/39 [=================>............]

- ETA: 4s - loss: 0.0281 - acc: 0.9895


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- ETA: 4s - loss: 0.0325 - acc: 0.9890


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- ETA: 4s - loss: 0.0315 - acc: 0.9894


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- ETA: 3s - loss: 0.0319 - acc: 0.9889


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- ETA: 3s - loss: 0.0310 - acc: 0.9893


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- ETA: 3s - loss: 0.0301 - acc: 0.9897


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- ETA: 3s - loss: 0.0292 - acc: 0.9901


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- ETA: 2s - loss: 0.0302 - acc: 0.9894


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- ETA: 2s - loss: 0.0311 - acc: 0.9895


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- ETA: 2s - loss: 0.0314 - acc: 0.9893


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- ETA: 1s - loss: 0.0337 - acc: 0.9887


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- ETA: 1s - loss: 0.0347 - acc: 0.9883


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- ETA: 1s - loss: 0.0340 - acc: 0.9887


37/39 [===========================>..]

- ETA: 0s - loss: 0.0339 - acc: 0.9883


38/39 [============================>.]

- ETA: 0s - loss: 0.0370 - acc: 0.9878

128/878 [===>..........................]

- ETA: 0s - loss: 0.2650 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4406 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.4573 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.4799 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.4790 - acc: 0.8984


768/878 [=========================>....]

- ETA: 0s - loss: 0.4687 - acc: 0.9023


878/878 [==============================]

- 1s 658us/sample - loss: 0.4320 - acc: 0.9077



39/39 [==============================]

- 14s 355ms/step - loss: 0.0365 - acc: 0.9879 - val_loss: 0.4275 - val_acc: 0.9077


Epoch 138/200

1/39 [..............................]

- ETA: 5s - loss: 0.0157 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0418 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0413 - acc: 0.9844


4/39 [==>...........................]

- ETA: 8s - loss: 0.0453 - acc: 0.9824


5/39 [==>...........................]

- ETA: 8s - loss: 0.0392 - acc: 0.9859


6/39 [===>..........................]

- ETA: 8s - loss: 0.0433 - acc: 0.9857


7/39 [====>.........................]

- ETA: 8s - loss: 0.0391 - acc: 0.9866


8/39 [=====>........................]

- ETA: 8s - loss: 0.0381 - acc: 0.9873


9/39 [=====>........................]

- ETA: 8s - loss: 0.0421 - acc: 0.9852


10/39 [======>.......................]

- ETA: 8s - loss: 0.0390 - acc: 0.9867


11/39 [=======>......................]

- ETA: 8s - loss: 0.0649 - acc: 0.9844


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- ETA: 8s - loss: 0.0612 - acc: 0.9844


13/39 [=========>....................]

- ETA: 7s - loss: 0.0601 - acc: 0.9850


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- ETA: 7s - loss: 0.0600 - acc: 0.9844


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- ETA: 7s - loss: 0.0691 - acc: 0.9833


16/39 [===========>..................]

- ETA: 7s - loss: 0.0850 - acc: 0.9780


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- ETA: 6s - loss: 0.0813 - acc: 0.9789


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- ETA: 6s - loss: 0.0774 - acc: 0.9800


19/39 [=============>................]

- ETA: 6s - loss: 0.0796 - acc: 0.9793


20/39 [==============>...............]

- ETA: 6s - loss: 0.0841 - acc: 0.9787


21/39 [===============>..............]

- ETA: 5s - loss: 0.0837 - acc: 0.9783


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- ETA: 5s - loss: 0.0829 - acc: 0.9778


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- ETA: 5s - loss: 0.0819 - acc: 0.9771


24/39 [=================>............]

- ETA: 4s - loss: 0.0828 - acc: 0.9767


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- ETA: 4s - loss: 0.0818 - acc: 0.9774


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- ETA: 4s - loss: 0.0827 - acc: 0.9764


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- ETA: 3s - loss: 0.0828 - acc: 0.9764


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- ETA: 3s - loss: 0.0826 - acc: 0.9764


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- ETA: 3s - loss: 0.0819 - acc: 0.9764


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- ETA: 2s - loss: 0.0810 - acc: 0.9767


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- ETA: 2s - loss: 0.0795 - acc: 0.9767


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- ETA: 2s - loss: 0.0780 - acc: 0.9772


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- ETA: 1s - loss: 0.0771 - acc: 0.9774


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- ETA: 1s - loss: 0.0770 - acc: 0.9774


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- ETA: 1s - loss: 0.0777 - acc: 0.9771


36/39 [==========================>...]

- ETA: 0s - loss: 0.0768 - acc: 0.9773


37/39 [===========================>..]

- ETA: 0s - loss: 0.0765 - acc: 0.9771


38/39 [============================>.]

- ETA: 0s - loss: 0.0751 - acc: 0.9773

128/878 [===>..........................]

- ETA: 0s - loss: 0.2093 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3268 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.3622 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4209 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.3974 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.3864 - acc: 0.9154


878/878 [==============================]

- 1s 630us/sample - loss: 0.3647 - acc: 0.9191



39/39 [==============================]

- 13s 342ms/step - loss: 0.0737 - acc: 0.9777 - val_loss: 0.3620 - val_acc: 0.9191


Epoch 139/200

1/39 [..............................]

- ETA: 5s - loss: 0.0231 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0253 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0632 - acc: 0.9766


4/39 [==>...........................]

- ETA: 8s - loss: 0.0656 - acc: 0.9766


5/39 [==>...........................]

- ETA: 8s - loss: 0.0579 - acc: 0.9812


6/39 [===>..........................]

- ETA: 9s - loss: 0.0592 - acc: 0.9792


7/39 [====>.........................]

- ETA: 9s - loss: 0.0675 - acc: 0.9766


8/39 [=====>........................]

- ETA: 8s - loss: 0.0641 - acc: 0.9775


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- ETA: 8s - loss: 0.0621 - acc: 0.9774


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- ETA: 8s - loss: 0.0636 - acc: 0.9766


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- ETA: 8s - loss: 0.0614 - acc: 0.9766


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- ETA: 8s - loss: 0.0574 - acc: 0.9785


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- ETA: 8s - loss: 0.0543 - acc: 0.9796


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- ETA: 7s - loss: 0.0527 - acc: 0.9805


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- ETA: 7s - loss: 0.0503 - acc: 0.9812


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- ETA: 7s - loss: 0.0518 - acc: 0.9810


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- ETA: 6s - loss: 0.0497 - acc: 0.9815


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- ETA: 6s - loss: 0.0477 - acc: 0.9821


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- ETA: 6s - loss: 0.0465 - acc: 0.9822


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- ETA: 6s - loss: 0.0457 - acc: 0.9823


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- ETA: 5s - loss: 0.0448 - acc: 0.9828


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- ETA: 5s - loss: 0.0438 - acc: 0.9828


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- ETA: 5s - loss: 0.0426 - acc: 0.9836


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- ETA: 4s - loss: 0.0414 - acc: 0.9843


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- ETA: 4s - loss: 0.0402 - acc: 0.9849


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- ETA: 4s - loss: 0.0392 - acc: 0.9855


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- ETA: 3s - loss: 0.0380 - acc: 0.9860


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- ETA: 3s - loss: 0.0371 - acc: 0.9865


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- ETA: 3s - loss: 0.0363 - acc: 0.9867


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- ETA: 2s - loss: 0.0377 - acc: 0.9864


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- ETA: 2s - loss: 0.0367 - acc: 0.9868


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- ETA: 2s - loss: 0.0369 - acc: 0.9868


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- ETA: 2s - loss: 0.0360 - acc: 0.9872


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- ETA: 1s - loss: 0.0356 - acc: 0.9873


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- ETA: 1s - loss: 0.0359 - acc: 0.9874


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- ETA: 1s - loss: 0.0351 - acc: 0.9876


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- ETA: 0s - loss: 0.0348 - acc: 0.9877


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- ETA: 0s - loss: 0.0343 - acc: 0.9880

128/878 [===>..........................]

- ETA: 0s - loss: 0.1979 - acc: 0.9688


256/878 [=======>......................]

- ETA: 0s - loss: 0.3917 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.4324 - acc: 0.9297


512/878 [================>.............]

- ETA: 0s - loss: 0.4822 - acc: 0.9238


640/878 [====================>.........]

- ETA: 0s - loss: 0.4669 - acc: 0.9234


768/878 [=========================>....]

- ETA: 0s - loss: 0.4538 - acc: 0.9219


878/878 [==============================]

- 1s 644us/sample - loss: 0.4246 - acc: 0.9226



39/39 [==============================]

- 14s 353ms/step - loss: 0.0359 - acc: 0.9877 - val_loss: 0.4210 - val_acc: 0.9226


Epoch 140/200

1/39 [..............................]

- ETA: 5s - loss: 0.0425 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0243 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0204 - acc: 0.9948


4/39 [==>...........................]

- ETA: 7s - loss: 0.0187 - acc: 0.9961


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- ETA: 8s - loss: 0.0196 - acc: 0.9953


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- ETA: 8s - loss: 0.0189 - acc: 0.9961


7/39 [====>.........................]

- ETA: 8s - loss: 0.0241 - acc: 0.9922


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- ETA: 8s - loss: 0.0226 - acc: 0.9922


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- ETA: 8s - loss: 0.0243 - acc: 0.9913


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- ETA: 8s - loss: 0.0257 - acc: 0.9906


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- ETA: 8s - loss: 0.0266 - acc: 0.9899


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- ETA: 7s - loss: 0.0246 - acc: 0.9908


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- ETA: 7s - loss: 0.0254 - acc: 0.9903


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- ETA: 7s - loss: 0.0254 - acc: 0.9904


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- ETA: 7s - loss: 0.0245 - acc: 0.9905


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- ETA: 7s - loss: 0.0233 - acc: 0.9911


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- ETA: 6s - loss: 0.0227 - acc: 0.9912


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- ETA: 6s - loss: 0.0220 - acc: 0.9917


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- ETA: 6s - loss: 0.0231 - acc: 0.9909


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- ETA: 6s - loss: 0.0224 - acc: 0.9913


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- ETA: 5s - loss: 0.0219 - acc: 0.9918


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- ETA: 5s - loss: 0.0235 - acc: 0.9918


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- ETA: 5s - loss: 0.0232 - acc: 0.9918


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- ETA: 4s - loss: 0.0234 - acc: 0.9918


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- ETA: 4s - loss: 0.0230 - acc: 0.9918


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- ETA: 4s - loss: 0.0229 - acc: 0.9915


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- ETA: 3s - loss: 0.0238 - acc: 0.9913


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- ETA: 3s - loss: 0.0253 - acc: 0.9902


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- ETA: 3s - loss: 0.0261 - acc: 0.9900


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- ETA: 2s - loss: 0.0265 - acc: 0.9901


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- ETA: 2s - loss: 0.0265 - acc: 0.9899


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- ETA: 2s - loss: 0.0263 - acc: 0.9899


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- ETA: 1s - loss: 0.0264 - acc: 0.9900


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- ETA: 1s - loss: 0.0262 - acc: 0.9901


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- ETA: 1s - loss: 0.0263 - acc: 0.9901


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- ETA: 0s - loss: 0.0264 - acc: 0.9900


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- ETA: 0s - loss: 0.0275 - acc: 0.9898


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- ETA: 0s - loss: 0.0270 - acc: 0.9901

128/878 [===>..........................]

- ETA: 0s - loss: 0.2210 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3807 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4404 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4993 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4879 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4675 - acc: 0.9167


878/878 [==============================]

- 1s 645us/sample - loss: 0.4506 - acc: 0.9191



39/39 [==============================]

- 14s 347ms/step - loss: 0.0288 - acc: 0.9893 - val_loss: 0.4485 - val_acc: 0.9191


Epoch 141/200

1/39 [..............................]

- ETA: 5s - loss: 0.0531 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0437 - acc: 0.9883


3/39 [=>............................]

- ETA: 8s - loss: 0.0345 - acc: 0.9896


4/39 [==>...........................]

- ETA: 9s - loss: 0.0307 - acc: 0.9902


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- ETA: 9s - loss: 0.0301 - acc: 0.9906


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- ETA: 9s - loss: 0.0285 - acc: 0.9909


7/39 [====>.........................]

- ETA: 9s - loss: 0.0291 - acc: 0.9911


8/39 [=====>........................]

- ETA: 9s - loss: 0.0453 - acc: 0.9863


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- ETA: 9s - loss: 0.0459 - acc: 0.9861


10/39 [======>.......................]

- ETA: 9s - loss: 0.0450 - acc: 0.9867


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- ETA: 8s - loss: 0.0474 - acc: 0.9851


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- ETA: 8s - loss: 0.0450 - acc: 0.9857


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- ETA: 8s - loss: 0.0460 - acc: 0.9862


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- ETA: 8s - loss: 0.0506 - acc: 0.9855


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- ETA: 7s - loss: 0.0564 - acc: 0.9844


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- ETA: 7s - loss: 0.0545 - acc: 0.9844


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- ETA: 7s - loss: 0.0527 - acc: 0.9848


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- ETA: 6s - loss: 0.0547 - acc: 0.9839


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- ETA: 6s - loss: 0.0567 - acc: 0.9831


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- ETA: 6s - loss: 0.0545 - acc: 0.9840


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- ETA: 6s - loss: 0.0585 - acc: 0.9833


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- ETA: 5s - loss: 0.0624 - acc: 0.9812


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- ETA: 5s - loss: 0.0603 - acc: 0.9817


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- ETA: 5s - loss: 0.0585 - acc: 0.9821


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- ETA: 4s - loss: 0.0576 - acc: 0.9825


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- ETA: 4s - loss: 0.0591 - acc: 0.9820


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- ETA: 4s - loss: 0.0574 - acc: 0.9823


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- ETA: 3s - loss: 0.0561 - acc: 0.9826


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- ETA: 3s - loss: 0.0563 - acc: 0.9821


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- ETA: 3s - loss: 0.0559 - acc: 0.9819


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- ETA: 2s - loss: 0.0548 - acc: 0.9823


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- ETA: 2s - loss: 0.0550 - acc: 0.9821


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- ETA: 2s - loss: 0.0568 - acc: 0.9815


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- ETA: 1s - loss: 0.0565 - acc: 0.9815


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- ETA: 1s - loss: 0.0561 - acc: 0.9816


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- ETA: 1s - loss: 0.0551 - acc: 0.9819


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- ETA: 0s - loss: 0.0560 - acc: 0.9813


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- ETA: 0s - loss: 0.0555 - acc: 0.9812

128/878 [===>..........................]

- ETA: 0s - loss: 0.3367 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4557 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.5208 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5885 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.5545 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.5193 - acc: 0.9128


878/878 [==============================]

- 1s 649us/sample - loss: 0.4871 - acc: 0.9123



39/39 [==============================]

- 14s 352ms/step - loss: 0.0544 - acc: 0.9815 - val_loss: 0.4832 - val_acc: 0.9123


Epoch 142/200

1/39 [..............................]

- ETA: 7s - loss: 0.0517 - acc: 0.9688


2/39 [>.............................]

- ETA: 7s - loss: 0.0600 - acc: 0.9766


3/39 [=>............................]

- ETA: 6s - loss: 0.0471 - acc: 0.9818


4/39 [==>...........................]

- ETA: 7s - loss: 0.0404 - acc: 0.9863


5/39 [==>...........................]

- ETA: 8s - loss: 0.0367 - acc: 0.9859


6/39 [===>..........................]

- ETA: 8s - loss: 0.0390 - acc: 0.9844


7/39 [====>.........................]

- ETA: 8s - loss: 0.0388 - acc: 0.9844


8/39 [=====>........................]

- ETA: 8s - loss: 0.0394 - acc: 0.9834


9/39 [=====>........................]

- ETA: 8s - loss: 0.0410 - acc: 0.9841


10/39 [======>.......................]

- ETA: 8s - loss: 0.0428 - acc: 0.9826


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- ETA: 8s - loss: 0.0428 - acc: 0.9827


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- ETA: 7s - loss: 0.0458 - acc: 0.9822


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- ETA: 7s - loss: 0.0512 - acc: 0.9805


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- ETA: 7s - loss: 0.0504 - acc: 0.9808


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- ETA: 7s - loss: 0.0483 - acc: 0.9821


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- ETA: 6s - loss: 0.0455 - acc: 0.9832


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- ETA: 6s - loss: 0.0431 - acc: 0.9842


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- ETA: 6s - loss: 0.0434 - acc: 0.9842


19/39 [=============>................]

- ETA: 6s - loss: 0.0424 - acc: 0.9851


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- ETA: 5s - loss: 0.0445 - acc: 0.9847


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- ETA: 5s - loss: 0.0429 - acc: 0.9854


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- ETA: 5s - loss: 0.0450 - acc: 0.9853


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- ETA: 4s - loss: 0.0440 - acc: 0.9856


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- ETA: 4s - loss: 0.0452 - acc: 0.9846


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- ETA: 4s - loss: 0.0446 - acc: 0.9846


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- ETA: 4s - loss: 0.0445 - acc: 0.9846


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- ETA: 3s - loss: 0.0431 - acc: 0.9852


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- ETA: 3s - loss: 0.0426 - acc: 0.9851


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- ETA: 3s - loss: 0.0453 - acc: 0.9846


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- ETA: 2s - loss: 0.0444 - acc: 0.9848


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- ETA: 2s - loss: 0.0436 - acc: 0.9851


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- ETA: 2s - loss: 0.0447 - acc: 0.9845


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- ETA: 1s - loss: 0.0446 - acc: 0.9845


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- ETA: 1s - loss: 0.0438 - acc: 0.9848


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- ETA: 1s - loss: 0.0434 - acc: 0.9850


36/39 [==========================>...]

- ETA: 0s - loss: 0.0426 - acc: 0.9854


37/39 [===========================>..]

- ETA: 0s - loss: 0.0418 - acc: 0.9858


38/39 [============================>.]

- ETA: 0s - loss: 0.0417 - acc: 0.9860

128/878 [===>..........................]

- ETA: 0s - loss: 0.2219 - acc: 0.9609


256/878 [=======>......................]

- ETA: 0s - loss: 0.3762 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.4208 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.4847 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.4617 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4525 - acc: 0.9193


878/878 [==============================]

- 1s 615us/sample - loss: 0.4272 - acc: 0.9203



39/39 [==============================]

- 13s 333ms/step - loss: 0.0411 - acc: 0.9861 - val_loss: 0.4241 - val_acc: 0.9203


Epoch 143/200

1/39 [..............................]

- ETA: 5s - loss: 0.0087 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0404 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0405 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0321 - acc: 0.9902


5/39 [==>...........................]

- ETA: 9s - loss: 0.0307 - acc: 0.9906


6/39 [===>..........................]

- ETA: 9s - loss: 0.0271 - acc: 0.9922


7/39 [====>.........................]

- ETA: 9s - loss: 0.0313 - acc: 0.9911


8/39 [=====>........................]

- ETA: 9s - loss: 0.0319 - acc: 0.9902


9/39 [=====>........................]

- ETA: 8s - loss: 0.0364 - acc: 0.9887


10/39 [======>.......................]

- ETA: 8s - loss: 0.0344 - acc: 0.9891


11/39 [=======>......................]

- ETA: 8s - loss: 0.0343 - acc: 0.9886


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- ETA: 8s - loss: 0.0363 - acc: 0.9883


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- ETA: 8s - loss: 0.0454 - acc: 0.9868


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- ETA: 7s - loss: 0.0448 - acc: 0.9865


15/39 [==========>...................]

- ETA: 7s - loss: 0.0444 - acc: 0.9863


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- ETA: 7s - loss: 0.0423 - acc: 0.9872


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- ETA: 6s - loss: 0.0409 - acc: 0.9875


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- ETA: 6s - loss: 0.0406 - acc: 0.9869


19/39 [=============>................]

- ETA: 6s - loss: 0.0387 - acc: 0.9876


20/39 [==============>...............]

- ETA: 6s - loss: 0.0386 - acc: 0.9874


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- ETA: 5s - loss: 0.0371 - acc: 0.9880


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- ETA: 5s - loss: 0.0365 - acc: 0.9878


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- ETA: 5s - loss: 0.0351 - acc: 0.9884


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- ETA: 4s - loss: 0.0340 - acc: 0.9889


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- ETA: 4s - loss: 0.0332 - acc: 0.9893


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- ETA: 4s - loss: 0.0329 - acc: 0.9894


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- ETA: 3s - loss: 0.0322 - acc: 0.9895


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- ETA: 3s - loss: 0.0315 - acc: 0.9896


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- ETA: 3s - loss: 0.0314 - acc: 0.9894


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- ETA: 2s - loss: 0.0308 - acc: 0.9895


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- ETA: 2s - loss: 0.0299 - acc: 0.9899


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- ETA: 2s - loss: 0.0297 - acc: 0.9899


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- ETA: 1s - loss: 0.0303 - acc: 0.9895


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- ETA: 1s - loss: 0.0316 - acc: 0.9894


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- ETA: 1s - loss: 0.0309 - acc: 0.9897


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- ETA: 0s - loss: 0.0307 - acc: 0.9898


37/39 [===========================>..]

- ETA: 0s - loss: 0.0301 - acc: 0.9900


38/39 [============================>.]

- ETA: 0s - loss: 0.0295 - acc: 0.9903

128/878 [===>..........................]

- ETA: 0s - loss: 0.2773 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4225 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4800 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5941 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5504 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.5225 - acc: 0.9193


878/878 [==============================]

- 1s 617us/sample - loss: 0.4965 - acc: 0.9191



39/39 [==============================]

- 13s 345ms/step - loss: 0.0311 - acc: 0.9901 - val_loss: 0.4933 - val_acc: 0.9191


Epoch 144/200

1/39 [..............................]

- ETA: 7s - loss: 0.0360 - acc: 0.9766


2/39 [>.............................]

- ETA: 7s - loss: 0.0838 - acc: 0.9688


3/39 [=>............................]

- ETA: 7s - loss: 0.0617 - acc: 0.9766


4/39 [==>...........................]

- ETA: 8s - loss: 0.0502 - acc: 0.9805


5/39 [==>...........................]

- ETA: 8s - loss: 0.0476 - acc: 0.9812


6/39 [===>..........................]

- ETA: 8s - loss: 0.0443 - acc: 0.9831


7/39 [====>.........................]

- ETA: 8s - loss: 0.0452 - acc: 0.9833


8/39 [=====>........................]

- ETA: 8s - loss: 0.0474 - acc: 0.9824


9/39 [=====>........................]

- ETA: 8s - loss: 0.0491 - acc: 0.9809


10/39 [======>.......................]

- ETA: 8s - loss: 0.0518 - acc: 0.9812


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- ETA: 8s - loss: 0.0528 - acc: 0.9822


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- ETA: 8s - loss: 0.0512 - acc: 0.9818


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- ETA: 8s - loss: 0.0486 - acc: 0.9826


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- ETA: 7s - loss: 0.0499 - acc: 0.9825


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- ETA: 7s - loss: 0.0530 - acc: 0.9821


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- ETA: 7s - loss: 0.0536 - acc: 0.9823


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- ETA: 6s - loss: 0.0520 - acc: 0.9819


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- ETA: 6s - loss: 0.0508 - acc: 0.9825


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- ETA: 6s - loss: 0.0517 - acc: 0.9818


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- ETA: 6s - loss: 0.0517 - acc: 0.9819


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- ETA: 5s - loss: 0.0511 - acc: 0.9820


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- ETA: 5s - loss: 0.0505 - acc: 0.9825


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- ETA: 5s - loss: 0.0508 - acc: 0.9826


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- ETA: 4s - loss: 0.0496 - acc: 0.9826


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- ETA: 4s - loss: 0.0518 - acc: 0.9818


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- ETA: 4s - loss: 0.0506 - acc: 0.9822


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- ETA: 3s - loss: 0.0529 - acc: 0.9817


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- ETA: 3s - loss: 0.0516 - acc: 0.9820


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- ETA: 3s - loss: 0.0566 - acc: 0.9813


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- ETA: 2s - loss: 0.0580 - acc: 0.9812


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- ETA: 2s - loss: 0.0594 - acc: 0.9810


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- ETA: 2s - loss: 0.0582 - acc: 0.9814


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- ETA: 1s - loss: 0.0571 - acc: 0.9817


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- ETA: 1s - loss: 0.0560 - acc: 0.9822


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- ETA: 1s - loss: 0.0550 - acc: 0.9825


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- ETA: 0s - loss: 0.0540 - acc: 0.9830


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- ETA: 0s - loss: 0.0584 - acc: 0.9813


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- ETA: 0s - loss: 0.0578 - acc: 0.9812

128/878 [===>..........................]

- ETA: 0s - loss: 0.4068 - acc: 0.9219


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- ETA: 0s - loss: 0.4949 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5634 - acc: 0.9010


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- ETA: 0s - loss: 0.5733 - acc: 0.9023


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- ETA: 0s - loss: 0.5911 - acc: 0.9000


768/878 [=========================>....]

- ETA: 0s - loss: 0.5675 - acc: 0.9049


878/878 [==============================]

- 1s 612us/sample - loss: 0.5248 - acc: 0.9089



39/39 [==============================]

- 13s 342ms/step - loss: 0.0565 - acc: 0.9817 - val_loss: 0.5196 - val_acc: 0.9089


Epoch 145/200

1/39 [..............................]

- ETA: 5s - loss: 0.0733 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.0902 - acc: 0.9727


3/39 [=>............................]

- ETA: 7s - loss: 0.0659 - acc: 0.9792


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- ETA: 8s - loss: 0.0650 - acc: 0.9785


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- ETA: 8s - loss: 0.0625 - acc: 0.9781


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- ETA: 9s - loss: 0.0595 - acc: 0.9792


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- ETA: 9s - loss: 0.0545 - acc: 0.9810


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- ETA: 9s - loss: 0.0493 - acc: 0.9834


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- ETA: 9s - loss: 0.0525 - acc: 0.9826


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- ETA: 8s - loss: 0.0541 - acc: 0.9812


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- ETA: 8s - loss: 0.0565 - acc: 0.9808


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- ETA: 8s - loss: 0.0554 - acc: 0.9811


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- ETA: 8s - loss: 0.0524 - acc: 0.9826


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- ETA: 7s - loss: 0.0521 - acc: 0.9827


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- ETA: 7s - loss: 0.0508 - acc: 0.9833


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- ETA: 7s - loss: 0.0481 - acc: 0.9844


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- ETA: 7s - loss: 0.0493 - acc: 0.9835


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- ETA: 6s - loss: 0.0475 - acc: 0.9839


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- ETA: 6s - loss: 0.0458 - acc: 0.9844


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- ETA: 6s - loss: 0.0471 - acc: 0.9840


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- ETA: 5s - loss: 0.0461 - acc: 0.9844


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- ETA: 5s - loss: 0.0445 - acc: 0.9847


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- ETA: 5s - loss: 0.0452 - acc: 0.9844


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- ETA: 4s - loss: 0.0435 - acc: 0.9850


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- ETA: 4s - loss: 0.0428 - acc: 0.9850


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- ETA: 4s - loss: 0.0413 - acc: 0.9856


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- ETA: 3s - loss: 0.0418 - acc: 0.9855


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- ETA: 3s - loss: 0.0404 - acc: 0.9860


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- ETA: 3s - loss: 0.0393 - acc: 0.9865


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- ETA: 2s - loss: 0.0391 - acc: 0.9867


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- ETA: 2s - loss: 0.0383 - acc: 0.9871


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- ETA: 2s - loss: 0.0374 - acc: 0.9875


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- ETA: 1s - loss: 0.0366 - acc: 0.9879


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- ETA: 1s - loss: 0.0359 - acc: 0.9883


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- ETA: 1s - loss: 0.0362 - acc: 0.9884


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- ETA: 0s - loss: 0.0367 - acc: 0.9883


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- ETA: 0s - loss: 0.0365 - acc: 0.9881


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- ETA: 0s - loss: 0.0357 - acc: 0.9884

128/878 [===>..........................]

- ETA: 0s - loss: 0.1586 - acc: 0.9766


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- ETA: 0s - loss: 0.3221 - acc: 0.9414


384/878 [============>.................]

- ETA: 0s - loss: 0.3475 - acc: 0.9245


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- ETA: 0s - loss: 0.4189 - acc: 0.9219


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- ETA: 0s - loss: 0.4284 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4247 - acc: 0.9206


878/878 [==============================]

- 1s 603us/sample - loss: 0.3981 - acc: 0.9237



39/39 [==============================]

- 14s 346ms/step - loss: 0.0352 - acc: 0.9885 - val_loss: 0.3949 - val_acc: 0.9237


Epoch 146/200

1/39 [..............................]

- ETA: 5s - loss: 0.0720 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0392 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0333 - acc: 0.9896


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- ETA: 7s - loss: 0.0275 - acc: 0.9902


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- ETA: 7s - loss: 0.0294 - acc: 0.9887


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- ETA: 8s - loss: 0.0305 - acc: 0.9880


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- ETA: 8s - loss: 0.0309 - acc: 0.9886


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- ETA: 8s - loss: 0.0277 - acc: 0.9900


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- ETA: 8s - loss: 0.0280 - acc: 0.9894


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- ETA: 8s - loss: 0.0280 - acc: 0.9889


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- ETA: 8s - loss: 0.0286 - acc: 0.9878


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- ETA: 7s - loss: 0.0316 - acc: 0.9862


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- ETA: 7s - loss: 0.0298 - acc: 0.9866


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- ETA: 7s - loss: 0.0335 - acc: 0.9859


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- ETA: 7s - loss: 0.0330 - acc: 0.9863


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- ETA: 6s - loss: 0.0313 - acc: 0.9872


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- ETA: 6s - loss: 0.0312 - acc: 0.9870


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- ETA: 6s - loss: 0.0298 - acc: 0.9877


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- ETA: 6s - loss: 0.0296 - acc: 0.9876


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- ETA: 5s - loss: 0.0296 - acc: 0.9874


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- ETA: 5s - loss: 0.0287 - acc: 0.9880


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- ETA: 5s - loss: 0.0284 - acc: 0.9882


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- ETA: 4s - loss: 0.0282 - acc: 0.9884


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- ETA: 4s - loss: 0.0289 - acc: 0.9879


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- ETA: 4s - loss: 0.0318 - acc: 0.9871


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- ETA: 4s - loss: 0.0317 - acc: 0.9870


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- ETA: 3s - loss: 0.0310 - acc: 0.9872


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- ETA: 3s - loss: 0.0303 - acc: 0.9877


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- ETA: 3s - loss: 0.0295 - acc: 0.9881


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- ETA: 2s - loss: 0.0286 - acc: 0.9885


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- ETA: 2s - loss: 0.0286 - acc: 0.9889


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- ETA: 2s - loss: 0.0296 - acc: 0.9885


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- ETA: 1s - loss: 0.0307 - acc: 0.9883


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- ETA: 1s - loss: 0.0312 - acc: 0.9880


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- ETA: 1s - loss: 0.0311 - acc: 0.9883


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- ETA: 0s - loss: 0.0310 - acc: 0.9882


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- ETA: 0s - loss: 0.0310 - acc: 0.9883


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- ETA: 0s - loss: 0.0303 - acc: 0.9886

128/878 [===>..........................]

- ETA: 0s - loss: 0.2181 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3425 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3649 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4563 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.4737 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4627 - acc: 0.9180


878/878 [==============================]

- 1s 611us/sample - loss: 0.4341 - acc: 0.9226



39/39 [==============================]

- 13s 331ms/step - loss: 0.0301 - acc: 0.9887 - val_loss: 0.4306 - val_acc: 0.9226


Epoch 147/200

1/39 [..............................]

- ETA: 18s - loss: 0.0109 - acc: 0.9922


2/39 [>.............................]

- ETA: 14s - loss: 0.0282 - acc: 0.9883


3/39 [=>............................]

- ETA: 11s - loss: 0.0220 - acc: 0.9922


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- ETA: 9s - loss: 0.0202 - acc: 0.9922


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- ETA: 9s - loss: 0.0379 - acc: 0.9906


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- ETA: 9s - loss: 0.0352 - acc: 0.9909


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- ETA: 9s - loss: 0.0504 - acc: 0.9900


8/39 [=====>........................]

- ETA: 9s - loss: 0.0492 - acc: 0.9893


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- ETA: 9s - loss: 0.0505 - acc: 0.9887


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- ETA: 9s - loss: 0.0457 - acc: 0.9898


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- ETA: 8s - loss: 0.0420 - acc: 0.9908


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- ETA: 8s - loss: 0.0394 - acc: 0.9915


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- ETA: 8s - loss: 0.0382 - acc: 0.9915


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- ETA: 7s - loss: 0.0373 - acc: 0.9915


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- ETA: 7s - loss: 0.0388 - acc: 0.9900


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- ETA: 7s - loss: 0.0385 - acc: 0.9892


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- ETA: 7s - loss: 0.0371 - acc: 0.9898


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- ETA: 6s - loss: 0.0360 - acc: 0.9899


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- ETA: 6s - loss: 0.0342 - acc: 0.9905


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- ETA: 6s - loss: 0.0327 - acc: 0.9909


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- ETA: 5s - loss: 0.0338 - acc: 0.9906


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- ETA: 5s - loss: 0.0341 - acc: 0.9900


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- ETA: 5s - loss: 0.0371 - acc: 0.9894


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- ETA: 4s - loss: 0.0357 - acc: 0.9898


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- ETA: 4s - loss: 0.0346 - acc: 0.9903


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- ETA: 4s - loss: 0.0345 - acc: 0.9900


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- ETA: 3s - loss: 0.0393 - acc: 0.9889


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- ETA: 3s - loss: 0.0421 - acc: 0.9882


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- ETA: 3s - loss: 0.0413 - acc: 0.9886


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- ETA: 2s - loss: 0.0404 - acc: 0.9887


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- ETA: 2s - loss: 0.0398 - acc: 0.9889


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- ETA: 2s - loss: 0.0406 - acc: 0.9885


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- ETA: 2s - loss: 0.0441 - acc: 0.9872


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- ETA: 1s - loss: 0.0446 - acc: 0.9868


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- ETA: 1s - loss: 0.0447 - acc: 0.9866


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- ETA: 1s - loss: 0.0448 - acc: 0.9865


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- ETA: 0s - loss: 0.0474 - acc: 0.9856


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- ETA: 0s - loss: 0.0508 - acc: 0.9841

128/878 [===>..........................]

- ETA: 0s - loss: 0.4134 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4177 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.4872 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5435 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.5380 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.5570 - acc: 0.9115


878/878 [==============================]

- 1s 594us/sample - loss: 0.5287 - acc: 0.9134



39/39 [==============================]

- 14s 348ms/step - loss: 0.0500 - acc: 0.9843 - val_loss: 0.5252 - val_acc: 0.9134


Epoch 148/200

1/39 [..............................]

- ETA: 23s - loss: 0.0303 - acc: 0.9844


2/39 [>.............................]

- ETA: 15s - loss: 0.0492 - acc: 0.9766


3/39 [=>............................]

- ETA: 12s - loss: 0.0736 - acc: 0.9714


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- ETA: 10s - loss: 0.0628 - acc: 0.9766


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- ETA: 9s - loss: 0.0555 - acc: 0.9797


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- ETA: 8s - loss: 0.0534 - acc: 0.9792


7/39 [====>.........................]

- ETA: 8s - loss: 0.0744 - acc: 0.9732


8/39 [=====>........................]

- ETA: 8s - loss: 0.0750 - acc: 0.9736


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- ETA: 8s - loss: 0.0702 - acc: 0.9757


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- ETA: 8s - loss: 0.0692 - acc: 0.9754


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- ETA: 7s - loss: 0.0757 - acc: 0.9734


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- ETA: 7s - loss: 0.0715 - acc: 0.9750


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- ETA: 7s - loss: 0.0713 - acc: 0.9745


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- ETA: 7s - loss: 0.0681 - acc: 0.9757


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- ETA: 7s - loss: 0.0646 - acc: 0.9769


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- ETA: 6s - loss: 0.0665 - acc: 0.9763


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- ETA: 6s - loss: 0.0635 - acc: 0.9777


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- ETA: 6s - loss: 0.0614 - acc: 0.9786


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- ETA: 6s - loss: 0.0639 - acc: 0.9780


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- ETA: 5s - loss: 0.0686 - acc: 0.9760


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- ETA: 5s - loss: 0.0702 - acc: 0.9753


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- ETA: 5s - loss: 0.0683 - acc: 0.9757


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- ETA: 4s - loss: 0.0678 - acc: 0.9754


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- ETA: 4s - loss: 0.0691 - acc: 0.9754


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- ETA: 4s - loss: 0.0712 - acc: 0.9745


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- ETA: 4s - loss: 0.0701 - acc: 0.9752


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- ETA: 3s - loss: 0.0685 - acc: 0.9756


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- ETA: 3s - loss: 0.0681 - acc: 0.9756


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- ETA: 3s - loss: 0.0685 - acc: 0.9754


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- ETA: 2s - loss: 0.0697 - acc: 0.9751


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- ETA: 2s - loss: 0.0698 - acc: 0.9754


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- ETA: 2s - loss: 0.0681 - acc: 0.9757


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- ETA: 1s - loss: 0.0662 - acc: 0.9765


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- ETA: 1s - loss: 0.0650 - acc: 0.9767


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- ETA: 1s - loss: 0.0661 - acc: 0.9767


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- ETA: 0s - loss: 0.0663 - acc: 0.9767


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- ETA: 0s - loss: 0.0654 - acc: 0.9769


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- ETA: 0s - loss: 0.0646 - acc: 0.9773

128/878 [===>..........................]

- ETA: 0s - loss: 0.4677 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.5324 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5868 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.6151 - acc: 0.9004


640/878 [====================>.........]

- ETA: 0s - loss: 0.5748 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5603 - acc: 0.9010


878/878 [==============================]

- 1s 750us/sample - loss: 0.5397 - acc: 0.8998



39/39 [==============================]

- 13s 336ms/step - loss: 0.0641 - acc: 0.9771 - val_loss: 0.5372 - val_acc: 0.8998


Epoch 149/200

1/39 [..............................]

- ETA: 9s - loss: 0.0217 - acc: 0.9922


2/39 [>.............................]

- ETA: 8s - loss: 0.0366 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0629 - acc: 0.9818


4/39 [==>...........................]

- ETA: 7s - loss: 0.0505 - acc: 0.9858


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- ETA: 8s - loss: 0.0530 - acc: 0.9839


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- ETA: 8s - loss: 0.0693 - acc: 0.9773


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- ETA: 8s - loss: 0.0680 - acc: 0.9761


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- ETA: 8s - loss: 0.0668 - acc: 0.9751


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- ETA: 8s - loss: 0.0623 - acc: 0.9771


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- ETA: 8s - loss: 0.0585 - acc: 0.9778


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- ETA: 8s - loss: 0.0578 - acc: 0.9777


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- ETA: 8s - loss: 0.0542 - acc: 0.9796


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- ETA: 8s - loss: 0.0571 - acc: 0.9793


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- ETA: 7s - loss: 0.0604 - acc: 0.9780


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- ETA: 7s - loss: 0.0606 - acc: 0.9779


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- ETA: 7s - loss: 0.0587 - acc: 0.9783


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- ETA: 7s - loss: 0.0563 - acc: 0.9791


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- ETA: 6s - loss: 0.0586 - acc: 0.9786


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- ETA: 6s - loss: 0.0573 - acc: 0.9793


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- ETA: 6s - loss: 0.0559 - acc: 0.9795


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- ETA: 5s - loss: 0.0540 - acc: 0.9798


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- ETA: 5s - loss: 0.0538 - acc: 0.9803


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- ETA: 5s - loss: 0.0520 - acc: 0.9809


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- ETA: 4s - loss: 0.0518 - acc: 0.9803


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- ETA: 4s - loss: 0.0522 - acc: 0.9799


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- ETA: 4s - loss: 0.0517 - acc: 0.9798


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- ETA: 3s - loss: 0.0516 - acc: 0.9799


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- ETA: 3s - loss: 0.0511 - acc: 0.9798


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- ETA: 3s - loss: 0.0498 - acc: 0.9805


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- ETA: 2s - loss: 0.0495 - acc: 0.9804


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- ETA: 2s - loss: 0.0485 - acc: 0.9808


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- ETA: 2s - loss: 0.0488 - acc: 0.9804


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- ETA: 1s - loss: 0.0484 - acc: 0.9807


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- ETA: 1s - loss: 0.0484 - acc: 0.9808


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- ETA: 1s - loss: 0.0480 - acc: 0.9812


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- ETA: 1s - loss: 0.0473 - acc: 0.9815


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- ETA: 0s - loss: 0.0466 - acc: 0.9816


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- ETA: 0s - loss: 0.0456 - acc: 0.9820

128/878 [===>..........................]

- ETA: 0s - loss: 0.3211 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3607 - acc: 0.9297


384/878 [============>.................]

- ETA: 0s - loss: 0.3830 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.4210 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.4253 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4252 - acc: 0.9180


878/878 [==============================]

- 1s 619us/sample - loss: 0.4066 - acc: 0.9191



39/39 [==============================]

- 14s 349ms/step - loss: 0.0449 - acc: 0.9823 - val_loss: 0.4043 - val_acc: 0.9191


Epoch 150/200

1/39 [..............................]

- ETA: 5s - loss: 0.0220 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0199 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0182 - acc: 0.9948


4/39 [==>...........................]

- ETA: 7s - loss: 0.0205 - acc: 0.9941


5/39 [==>...........................]

- ETA: 8s - loss: 0.0183 - acc: 0.9953


6/39 [===>..........................]

- ETA: 8s - loss: 0.0177 - acc: 0.9961


7/39 [====>.........................]

- ETA: 8s - loss: 0.0191 - acc: 0.9955


8/39 [=====>........................]

- ETA: 8s - loss: 0.0189 - acc: 0.9951


9/39 [=====>........................]

- ETA: 8s - loss: 0.0185 - acc: 0.9948


10/39 [======>.......................]

- ETA: 8s - loss: 0.0185 - acc: 0.9945


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- ETA: 8s - loss: 0.0173 - acc: 0.9950


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- ETA: 7s - loss: 0.0171 - acc: 0.9954


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- ETA: 7s - loss: 0.0199 - acc: 0.9951


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- ETA: 7s - loss: 0.0188 - acc: 0.9955


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- ETA: 7s - loss: 0.0183 - acc: 0.9958


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- ETA: 6s - loss: 0.0183 - acc: 0.9961


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- ETA: 6s - loss: 0.0187 - acc: 0.9958


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- ETA: 6s - loss: 0.0179 - acc: 0.9961


19/39 [=============>................]

- ETA: 6s - loss: 0.0178 - acc: 0.9963


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- ETA: 5s - loss: 0.0172 - acc: 0.9965


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- ETA: 5s - loss: 0.0177 - acc: 0.9963


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- ETA: 5s - loss: 0.0181 - acc: 0.9957


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- ETA: 4s - loss: 0.0199 - acc: 0.9952


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- ETA: 4s - loss: 0.0196 - acc: 0.9951


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- ETA: 4s - loss: 0.0197 - acc: 0.9953


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- ETA: 4s - loss: 0.0200 - acc: 0.9952


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- ETA: 3s - loss: 0.0194 - acc: 0.9953


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- ETA: 3s - loss: 0.0197 - acc: 0.9952


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- ETA: 3s - loss: 0.0196 - acc: 0.9951


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- ETA: 2s - loss: 0.0197 - acc: 0.9948


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- ETA: 2s - loss: 0.0194 - acc: 0.9947


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- ETA: 2s - loss: 0.0195 - acc: 0.9946


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- ETA: 1s - loss: 0.0199 - acc: 0.9945


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- ETA: 1s - loss: 0.0196 - acc: 0.9947


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- ETA: 1s - loss: 0.0199 - acc: 0.9946


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- ETA: 0s - loss: 0.0202 - acc: 0.9946


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- ETA: 0s - loss: 0.0199 - acc: 0.9947


38/39 [============================>.]

- ETA: 0s - loss: 0.0196 - acc: 0.9948

128/878 [===>..........................]

- ETA: 0s - loss: 0.2961 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3980 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4232 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4588 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4624 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4569 - acc: 0.9154


878/878 [==============================]

- 1s 627us/sample - loss: 0.4404 - acc: 0.9146



39/39 [==============================]

- 13s 331ms/step - loss: 0.0197 - acc: 0.9948 - val_loss: 0.4384 - val_acc: 0.9146


Epoch 151/200

1/39 [..............................]

- ETA: 5s - loss: 0.0045 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0082 - acc: 0.9961


3/39 [=>............................]

- ETA: 13s - loss: 0.0157 - acc: 0.9896


4/39 [==>...........................]

- ETA: 11s - loss: 0.0190 - acc: 0.9902


5/39 [==>...........................]

- ETA: 10s - loss: 0.0171 - acc: 0.9906


6/39 [===>..........................]

- ETA: 10s - loss: 0.0165 - acc: 0.9922


7/39 [====>.........................]

- ETA: 10s - loss: 0.0157 - acc: 0.9933


8/39 [=====>........................]

- ETA: 10s - loss: 0.0141 - acc: 0.9941


9/39 [=====>........................]

- ETA: 9s - loss: 0.0181 - acc: 0.9939


10/39 [======>.......................]

- ETA: 9s - loss: 0.0175 - acc: 0.9937


11/39 [=======>......................]

- ETA: 9s - loss: 0.0179 - acc: 0.9936


12/39 [========>.....................]

- ETA: 8s - loss: 0.0178 - acc: 0.9935


13/39 [=========>....................]

- ETA: 8s - loss: 0.0171 - acc: 0.9934


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- ETA: 8s - loss: 0.0167 - acc: 0.9933


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- ETA: 8s - loss: 0.0163 - acc: 0.9937


16/39 [===========>..................]

- ETA: 7s - loss: 0.0187 - acc: 0.9932


17/39 [============>.................]

- ETA: 7s - loss: 0.0179 - acc: 0.9936


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- ETA: 7s - loss: 0.0198 - acc: 0.9926


19/39 [=============>................]

- ETA: 6s - loss: 0.0190 - acc: 0.9930


20/39 [==============>...............]

- ETA: 6s - loss: 0.0187 - acc: 0.9930


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- ETA: 6s - loss: 0.0186 - acc: 0.9929


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- ETA: 5s - loss: 0.0187 - acc: 0.9929


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- ETA: 5s - loss: 0.0180 - acc: 0.9932


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- ETA: 5s - loss: 0.0179 - acc: 0.9932


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- ETA: 4s - loss: 0.0176 - acc: 0.9931


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- ETA: 4s - loss: 0.0180 - acc: 0.9930


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- ETA: 4s - loss: 0.0191 - acc: 0.9927


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- ETA: 3s - loss: 0.0199 - acc: 0.9927


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- ETA: 3s - loss: 0.0196 - acc: 0.9927


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- ETA: 3s - loss: 0.0190 - acc: 0.9929


31/39 [======================>.......]

- ETA: 2s - loss: 0.0186 - acc: 0.9932


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- ETA: 2s - loss: 0.0185 - acc: 0.9931


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- ETA: 2s - loss: 0.0181 - acc: 0.9933


34/39 [=========================>....]

- ETA: 1s - loss: 0.0177 - acc: 0.9935


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- ETA: 1s - loss: 0.0177 - acc: 0.9935


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- ETA: 1s - loss: 0.0177 - acc: 0.9935


37/39 [===========================>..]

- ETA: 0s - loss: 0.0174 - acc: 0.9936


38/39 [============================>.]

- ETA: 0s - loss: 0.0175 - acc: 0.9936

128/878 [===>..........................]

- ETA: 0s - loss: 0.3745 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4743 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.5220 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.5487 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.5139 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.4875 - acc: 0.9258


878/878 [==============================]

- 1s 603us/sample - loss: 0.4643 - acc: 0.9237



39/39 [==============================]

- 14s 360ms/step - loss: 0.0174 - acc: 0.9938 - val_loss: 0.4614 - val_acc: 0.9237


Epoch 152/200

1/39 [..............................]

- ETA: 5s - loss: 0.0302 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0329 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0330 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0254 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0378 - acc: 0.9906


6/39 [===>..........................]

- ETA: 8s - loss: 0.0349 - acc: 0.9909


7/39 [====>.........................]

- ETA: 8s - loss: 0.0309 - acc: 0.9922


8/39 [=====>........................]

- ETA: 8s - loss: 0.0292 - acc: 0.9922


9/39 [=====>........................]

- ETA: 8s - loss: 0.0286 - acc: 0.9922


10/39 [======>.......................]

- ETA: 8s - loss: 0.0290 - acc: 0.9922


11/39 [=======>......................]

- ETA: 8s - loss: 0.0268 - acc: 0.9929


12/39 [========>.....................]

- ETA: 8s - loss: 0.0256 - acc: 0.9928


13/39 [=========>....................]

- ETA: 7s - loss: 0.0241 - acc: 0.9934


14/39 [=========>....................]

- ETA: 7s - loss: 0.0298 - acc: 0.9922


15/39 [==========>...................]

- ETA: 7s - loss: 0.0296 - acc: 0.9917


16/39 [===========>..................]

- ETA: 7s - loss: 0.0316 - acc: 0.9912


17/39 [============>.................]

- ETA: 6s - loss: 0.0370 - acc: 0.9908


18/39 [============>.................]

- ETA: 6s - loss: 0.0358 - acc: 0.9909


19/39 [=============>................]

- ETA: 6s - loss: 0.0340 - acc: 0.9914


20/39 [==============>...............]

- ETA: 5s - loss: 0.0333 - acc: 0.9914


21/39 [===============>..............]

- ETA: 5s - loss: 0.0328 - acc: 0.9914


22/39 [===============>..............]

- ETA: 5s - loss: 0.0322 - acc: 0.9911


23/39 [================>.............]

- ETA: 4s - loss: 0.0335 - acc: 0.9908


24/39 [=================>............]

- ETA: 4s - loss: 0.0335 - acc: 0.9906


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- ETA: 4s - loss: 0.0329 - acc: 0.9906


26/39 [===================>..........]

- ETA: 4s - loss: 0.0318 - acc: 0.9910


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- ETA: 3s - loss: 0.0313 - acc: 0.9910


28/39 [====================>.........]

- ETA: 3s - loss: 0.0305 - acc: 0.9914


29/39 [=====================>........]

- ETA: 3s - loss: 0.0295 - acc: 0.9916


30/39 [======================>.......]

- ETA: 2s - loss: 0.0292 - acc: 0.9916


31/39 [======================>.......]

- ETA: 2s - loss: 0.0300 - acc: 0.9911


32/39 [=======================>......]

- ETA: 2s - loss: 0.0294 - acc: 0.9912


33/39 [========================>.....]

- ETA: 1s - loss: 0.0288 - acc: 0.9912


34/39 [=========================>....]

- ETA: 1s - loss: 0.0286 - acc: 0.9910


35/39 [=========================>....]

- ETA: 1s - loss: 0.0286 - acc: 0.9910


36/39 [==========================>...]

- ETA: 0s - loss: 0.0283 - acc: 0.9911


37/39 [===========================>..]

- ETA: 0s - loss: 0.0276 - acc: 0.9913


38/39 [============================>.]

- ETA: 0s - loss: 0.0291 - acc: 0.9905

128/878 [===>..........................]

- ETA: 0s - loss: 0.3763 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4657 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.5239 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.5747 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.5311 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.5170 - acc: 0.9219


878/878 [==============================]

- 1s 662us/sample - loss: 0.4830 - acc: 0.9226



39/39 [==============================]

- 13s 337ms/step - loss: 0.0284 - acc: 0.9908 - val_loss: 0.4788 - val_acc: 0.9226


Epoch 153/200

1/39 [..............................]

- ETA: 5s - loss: 0.0434 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0226 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0171 - acc: 0.9974


4/39 [==>...........................]

- ETA: 8s - loss: 0.0233 - acc: 0.9961


5/39 [==>...........................]

- ETA: 8s - loss: 0.0222 - acc: 0.9953


6/39 [===>..........................]

- ETA: 9s - loss: 0.0212 - acc: 0.9948


7/39 [====>.........................]

- ETA: 9s - loss: 0.0193 - acc: 0.9955


8/39 [=====>........................]

- ETA: 9s - loss: 0.0260 - acc: 0.9932


9/39 [=====>........................]

- ETA: 9s - loss: 0.0248 - acc: 0.9931


10/39 [======>.......................]

- ETA: 8s - loss: 0.0267 - acc: 0.9930


11/39 [=======>......................]

- ETA: 8s - loss: 0.0272 - acc: 0.9922


12/39 [========>.....................]

- ETA: 8s - loss: 0.0275 - acc: 0.9915


13/39 [=========>....................]

- ETA: 8s - loss: 0.0288 - acc: 0.9916


14/39 [=========>....................]

- ETA: 7s - loss: 0.0281 - acc: 0.9916


15/39 [==========>...................]

- ETA: 7s - loss: 0.0329 - acc: 0.9911


16/39 [===========>..................]

- ETA: 7s - loss: 0.0317 - acc: 0.9912


17/39 [============>.................]

- ETA: 7s - loss: 0.0314 - acc: 0.9917


18/39 [============>.................]

- ETA: 6s - loss: 0.0322 - acc: 0.9913


19/39 [=============>................]

- ETA: 6s - loss: 0.0353 - acc: 0.9897


20/39 [==============>...............]

- ETA: 6s - loss: 0.0340 - acc: 0.9902


21/39 [===============>..............]

- ETA: 5s - loss: 0.0343 - acc: 0.9896


22/39 [===============>..............]

- ETA: 5s - loss: 0.0341 - acc: 0.9893


23/39 [================>.............]

- ETA: 5s - loss: 0.0333 - acc: 0.9895


24/39 [=================>............]

- ETA: 4s - loss: 0.0335 - acc: 0.9893


25/39 [==================>...........]

- ETA: 4s - loss: 0.0365 - acc: 0.9875


26/39 [===================>..........]

- ETA: 4s - loss: 0.0361 - acc: 0.9877


27/39 [===================>..........]

- ETA: 3s - loss: 0.0352 - acc: 0.9881


28/39 [====================>.........]

- ETA: 3s - loss: 0.0372 - acc: 0.9877


29/39 [=====================>........]

- ETA: 3s - loss: 0.0380 - acc: 0.9873


30/39 [======================>.......]

- ETA: 2s - loss: 0.0392 - acc: 0.9865


31/39 [======================>.......]

- ETA: 2s - loss: 0.0399 - acc: 0.9861


32/39 [=======================>......]

- ETA: 2s - loss: 0.0401 - acc: 0.9860


33/39 [========================>.....]

- ETA: 2s - loss: 0.0405 - acc: 0.9860


34/39 [=========================>....]

- ETA: 1s - loss: 0.0400 - acc: 0.9859


35/39 [=========================>....]

- ETA: 1s - loss: 0.0396 - acc: 0.9861


36/39 [==========================>...]

- ETA: 1s - loss: 0.0400 - acc: 0.9861


37/39 [===========================>..]

- ETA: 0s - loss: 0.0403 - acc: 0.9858


38/39 [============================>.]

- ETA: 0s - loss: 0.0397 - acc: 0.9860

128/878 [===>..........................]

- ETA: 0s - loss: 0.5551 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.5646 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.6542 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.6370 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.6333 - acc: 0.9000


768/878 [=========================>....]

- ETA: 0s - loss: 0.6219 - acc: 0.8984


878/878 [==============================]

- 1s 602us/sample - loss: 0.5976 - acc: 0.8986



39/39 [==============================]

- 14s 349ms/step - loss: 0.0398 - acc: 0.9861 - val_loss: 0.5946 - val_acc: 0.8986


Epoch 154/200

1/39 [..............................]

- ETA: 5s - loss: 0.0594 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.0475 - acc: 0.9727


3/39 [=>............................]

- ETA: 6s - loss: 0.0358 - acc: 0.9792


4/39 [==>...........................]

- ETA: 7s - loss: 0.0439 - acc: 0.9805


5/39 [==>...........................]

- ETA: 7s - loss: 0.0430 - acc: 0.9823


6/39 [===>..........................]

- ETA: 8s - loss: 0.0424 - acc: 0.9840


7/39 [====>.........................]

- ETA: 8s - loss: 0.0416 - acc: 0.9840


8/39 [=====>........................]

- ETA: 8s - loss: 0.0396 - acc: 0.9841


9/39 [=====>........................]

- ETA: 8s - loss: 0.0365 - acc: 0.9859


10/39 [======>.......................]

- ETA: 8s - loss: 0.0340 - acc: 0.9865


11/39 [=======>......................]

- ETA: 8s - loss: 0.0328 - acc: 0.9863


12/39 [========>.....................]

- ETA: 7s - loss: 0.0331 - acc: 0.9855


13/39 [=========>....................]

- ETA: 7s - loss: 0.0309 - acc: 0.9866


14/39 [=========>....................]

- ETA: 7s - loss: 0.0347 - acc: 0.9865


15/39 [==========>...................]

- ETA: 7s - loss: 0.0377 - acc: 0.9847


16/39 [===========>..................]

- ETA: 7s - loss: 0.0375 - acc: 0.9847


17/39 [============>.................]

- ETA: 6s - loss: 0.0368 - acc: 0.9852


18/39 [============>.................]

- ETA: 6s - loss: 0.0357 - acc: 0.9856


19/39 [=============>................]

- ETA: 6s - loss: 0.0343 - acc: 0.9863


20/39 [==============>...............]

- ETA: 5s - loss: 0.0337 - acc: 0.9866


21/39 [===============>..............]

- ETA: 5s - loss: 0.0339 - acc: 0.9865


22/39 [===============>..............]

- ETA: 5s - loss: 0.0326 - acc: 0.9871


23/39 [================>.............]

- ETA: 5s - loss: 0.0318 - acc: 0.9874


24/39 [=================>............]

- ETA: 4s - loss: 0.0308 - acc: 0.9879


25/39 [==================>...........]

- ETA: 4s - loss: 0.0304 - acc: 0.9881


26/39 [===================>..........]

- ETA: 4s - loss: 0.0300 - acc: 0.9882


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- ETA: 3s - loss: 0.0312 - acc: 0.9881


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- ETA: 3s - loss: 0.0322 - acc: 0.9877


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- ETA: 3s - loss: 0.0313 - acc: 0.9881


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- ETA: 2s - loss: 0.0315 - acc: 0.9882


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- ETA: 2s - loss: 0.0319 - acc: 0.9878


32/39 [=======================>......]

- ETA: 2s - loss: 0.0318 - acc: 0.9877


33/39 [========================>.....]

- ETA: 1s - loss: 0.0311 - acc: 0.9881


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- ETA: 1s - loss: 0.0309 - acc: 0.9880


35/39 [=========================>....]

- ETA: 1s - loss: 0.0323 - acc: 0.9877


36/39 [==========================>...]

- ETA: 0s - loss: 0.0335 - acc: 0.9871


37/39 [===========================>..]

- ETA: 0s - loss: 0.0342 - acc: 0.9869


38/39 [============================>.]

- ETA: 0s - loss: 0.0336 - acc: 0.9872

128/878 [===>..........................]

- ETA: 0s - loss: 0.3620 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4182 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4575 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4883 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4991 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.4912 - acc: 0.9128


878/878 [==============================]

- 1s 645us/sample - loss: 0.4679 - acc: 0.9146



39/39 [==============================]

- 13s 337ms/step - loss: 0.0333 - acc: 0.9871 - val_loss: 0.4650 - val_acc: 0.9146


Epoch 155/200

1/39 [..............................]

- ETA: 5s - loss: 0.0288 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0207 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0174 - acc: 0.9922


4/39 [==>...........................]

- ETA: 7s - loss: 0.0241 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0205 - acc: 0.9937


6/39 [===>..........................]

- ETA: 8s - loss: 0.0239 - acc: 0.9935


7/39 [====>.........................]

- ETA: 9s - loss: 0.0214 - acc: 0.9944


8/39 [=====>........................]

- ETA: 9s - loss: 0.0216 - acc: 0.9932


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- ETA: 8s - loss: 0.0201 - acc: 0.9939


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- ETA: 8s - loss: 0.0203 - acc: 0.9937


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- ETA: 8s - loss: 0.0285 - acc: 0.9901


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- ETA: 8s - loss: 0.0267 - acc: 0.9909


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- ETA: 8s - loss: 0.0253 - acc: 0.9916


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- ETA: 7s - loss: 0.0262 - acc: 0.9905


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- ETA: 7s - loss: 0.0249 - acc: 0.9911


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- ETA: 7s - loss: 0.0248 - acc: 0.9912


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- ETA: 7s - loss: 0.0256 - acc: 0.9913


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- ETA: 6s - loss: 0.0260 - acc: 0.9913


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- ETA: 6s - loss: 0.0251 - acc: 0.9918


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- ETA: 6s - loss: 0.0254 - acc: 0.9914


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- ETA: 5s - loss: 0.0246 - acc: 0.9918


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- ETA: 5s - loss: 0.0252 - acc: 0.9915


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- ETA: 5s - loss: 0.0285 - acc: 0.9908


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- ETA: 4s - loss: 0.0275 - acc: 0.9912


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- ETA: 4s - loss: 0.0267 - acc: 0.9916


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- ETA: 4s - loss: 0.0295 - acc: 0.9913


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- ETA: 3s - loss: 0.0314 - acc: 0.9907


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- ETA: 3s - loss: 0.0316 - acc: 0.9905


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- ETA: 3s - loss: 0.0315 - acc: 0.9903


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- ETA: 2s - loss: 0.0306 - acc: 0.9906


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- ETA: 2s - loss: 0.0316 - acc: 0.9902


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- ETA: 2s - loss: 0.0311 - acc: 0.9902


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- ETA: 2s - loss: 0.0302 - acc: 0.9905


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- ETA: 1s - loss: 0.0313 - acc: 0.9901


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- ETA: 1s - loss: 0.0317 - acc: 0.9897


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- ETA: 1s - loss: 0.0323 - acc: 0.9896


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- ETA: 0s - loss: 0.0316 - acc: 0.9899


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- ETA: 0s - loss: 0.0322 - acc: 0.9897

109/878 [==>...........................]

- ETA: 0s - loss: 0.2194 - acc: 0.9358


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- ETA: 0s - loss: 0.3226 - acc: 0.9220


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- ETA: 0s - loss: 0.3341 - acc: 0.9235


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- ETA: 0s - loss: 0.4269 - acc: 0.9197


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- ETA: 0s - loss: 0.4265 - acc: 0.9211


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- ETA: 0s - loss: 0.4083 - acc: 0.9220


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- ETA: 0s - loss: 0.4062 - acc: 0.9227


872/878 [============================>.]

- ETA: 0s - loss: 0.3924 - acc: 0.9243


878/878 [==============================]

- 1s 727us/sample - loss: 0.3896 - acc: 0.9248



39/39 [==============================]

- 14s 352ms/step - loss: 0.0316 - acc: 0.9899 - val_loss: 0.3500 - val_acc: 0.9248


Epoch 156/200

1/39 [..............................]

- ETA: 7s - loss: 0.0473 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0368 - acc: 0.9805


3/39 [=>............................]

- ETA: 6s - loss: 0.0298 - acc: 0.9844


4/39 [==>...........................]

- ETA: 7s - loss: 0.0246 - acc: 0.9883


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- ETA: 8s - loss: 0.0241 - acc: 0.9891


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- ETA: 8s - loss: 0.0345 - acc: 0.9883


7/39 [====>.........................]

- ETA: 8s - loss: 0.0335 - acc: 0.9888


8/39 [=====>........................]

- ETA: 8s - loss: 0.0332 - acc: 0.9883


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- ETA: 8s - loss: 0.0320 - acc: 0.9887


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- ETA: 8s - loss: 0.0301 - acc: 0.9891


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- ETA: 8s - loss: 0.0311 - acc: 0.9893


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- ETA: 8s - loss: 0.0317 - acc: 0.9889


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- ETA: 7s - loss: 0.0309 - acc: 0.9892


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- ETA: 7s - loss: 0.0320 - acc: 0.9894


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- ETA: 7s - loss: 0.0301 - acc: 0.9901


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- ETA: 7s - loss: 0.0314 - acc: 0.9897


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- ETA: 6s - loss: 0.0311 - acc: 0.9898


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- ETA: 6s - loss: 0.0313 - acc: 0.9895


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- ETA: 6s - loss: 0.0309 - acc: 0.9896


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- ETA: 5s - loss: 0.0301 - acc: 0.9898


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- ETA: 5s - loss: 0.0311 - acc: 0.9895


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- ETA: 5s - loss: 0.0317 - acc: 0.9896


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- ETA: 5s - loss: 0.0334 - acc: 0.9897


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- ETA: 4s - loss: 0.0321 - acc: 0.9902


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- ETA: 4s - loss: 0.0321 - acc: 0.9903


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- ETA: 4s - loss: 0.0315 - acc: 0.9903


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- ETA: 3s - loss: 0.0315 - acc: 0.9898


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- ETA: 3s - loss: 0.0326 - acc: 0.9891


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- ETA: 3s - loss: 0.0337 - acc: 0.9884


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- ETA: 2s - loss: 0.0331 - acc: 0.9885


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- ETA: 2s - loss: 0.0327 - acc: 0.9886


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- ETA: 2s - loss: 0.0321 - acc: 0.9887


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- ETA: 1s - loss: 0.0328 - acc: 0.9888


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- ETA: 1s - loss: 0.0324 - acc: 0.9889


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- ETA: 1s - loss: 0.0348 - acc: 0.9883


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- ETA: 0s - loss: 0.0344 - acc: 0.9885


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- ETA: 0s - loss: 0.0339 - acc: 0.9886


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- ETA: 0s - loss: 0.0332 - acc: 0.9889

128/878 [===>..........................]

- ETA: 0s - loss: 0.4492 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.5774 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.6342 - acc: 0.8906


512/878 [================>.............]

- ETA: 0s - loss: 0.6361 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.6350 - acc: 0.9000


768/878 [=========================>....]

- ETA: 0s - loss: 0.6298 - acc: 0.8984


878/878 [==============================]

- 1s 660us/sample - loss: 0.6062 - acc: 0.8998



39/39 [==============================]

- 13s 344ms/step - loss: 0.0346 - acc: 0.9885 - val_loss: 0.6033 - val_acc: 0.8998


Epoch 157/200

1/39 [..............................]

- ETA: 5s - loss: 0.1374 - acc: 0.9688


2/39 [>.............................]

- ETA: 5s - loss: 0.0851 - acc: 0.9766


3/39 [=>............................]

- ETA: 7s - loss: 0.0682 - acc: 0.9818


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- ETA: 8s - loss: 0.0739 - acc: 0.9805


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- ETA: 8s - loss: 0.0627 - acc: 0.9828


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- ETA: 9s - loss: 0.0620 - acc: 0.9831


7/39 [====>.........................]

- ETA: 9s - loss: 0.0539 - acc: 0.9855


8/39 [=====>........................]

- ETA: 9s - loss: 0.0528 - acc: 0.9844


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- ETA: 8s - loss: 0.0536 - acc: 0.9844


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- ETA: 8s - loss: 0.0497 - acc: 0.9852


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- ETA: 8s - loss: 0.0474 - acc: 0.9858


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- ETA: 8s - loss: 0.0495 - acc: 0.9850


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- ETA: 8s - loss: 0.0512 - acc: 0.9850


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- ETA: 7s - loss: 0.0484 - acc: 0.9855


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- ETA: 7s - loss: 0.0482 - acc: 0.9849


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- ETA: 7s - loss: 0.0492 - acc: 0.9839


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- ETA: 7s - loss: 0.0473 - acc: 0.9844


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- ETA: 6s - loss: 0.0448 - acc: 0.9852


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- ETA: 6s - loss: 0.0441 - acc: 0.9856


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- ETA: 6s - loss: 0.0426 - acc: 0.9858


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- ETA: 5s - loss: 0.0408 - acc: 0.9865


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- ETA: 5s - loss: 0.0397 - acc: 0.9868


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- ETA: 5s - loss: 0.0407 - acc: 0.9860


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- ETA: 5s - loss: 0.0404 - acc: 0.9859


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- ETA: 4s - loss: 0.0400 - acc: 0.9859


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- ETA: 4s - loss: 0.0389 - acc: 0.9861


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- ETA: 4s - loss: 0.0377 - acc: 0.9866


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- ETA: 3s - loss: 0.0370 - acc: 0.9868


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- ETA: 3s - loss: 0.0377 - acc: 0.9867


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- ETA: 3s - loss: 0.0390 - acc: 0.9864


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- ETA: 2s - loss: 0.0384 - acc: 0.9866


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- ETA: 2s - loss: 0.0385 - acc: 0.9865


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- ETA: 2s - loss: 0.0381 - acc: 0.9867


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- ETA: 1s - loss: 0.0389 - acc: 0.9862


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- ETA: 1s - loss: 0.0382 - acc: 0.9863


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- ETA: 1s - loss: 0.0390 - acc: 0.9861


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- ETA: 0s - loss: 0.0383 - acc: 0.9864


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- ETA: 0s - loss: 0.0377 - acc: 0.9866

128/878 [===>..........................]

- ETA: 0s - loss: 0.3292 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3829 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3613 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.4368 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4405 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4311 - acc: 0.9180


878/878 [==============================]

- 1s 621us/sample - loss: 0.4070 - acc: 0.9169



39/39 [==============================]

- 14s 353ms/step - loss: 0.0372 - acc: 0.9867 - val_loss: 0.4041 - val_acc: 0.9169


Epoch 158/200

1/39 [..............................]

- ETA: 5s - loss: 0.0179 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0370 - acc: 0.9883


3/39 [=>............................]

- ETA: 8s - loss: 0.0329 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0279 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0246 - acc: 0.9906


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- ETA: 9s - loss: 0.0218 - acc: 0.9922


7/39 [====>.........................]

- ETA: 9s - loss: 0.0234 - acc: 0.9922


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- ETA: 8s - loss: 0.0248 - acc: 0.9912


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- ETA: 8s - loss: 0.0261 - acc: 0.9913


10/39 [======>.......................]

- ETA: 8s - loss: 0.0375 - acc: 0.9883


11/39 [=======>......................]

- ETA: 8s - loss: 0.0374 - acc: 0.9879


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- ETA: 8s - loss: 0.0352 - acc: 0.9883


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- ETA: 8s - loss: 0.0364 - acc: 0.9874


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- ETA: 7s - loss: 0.0403 - acc: 0.9860


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- ETA: 7s - loss: 0.0430 - acc: 0.9859


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- ETA: 7s - loss: 0.0423 - acc: 0.9863


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- ETA: 6s - loss: 0.0433 - acc: 0.9858


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- ETA: 6s - loss: 0.0419 - acc: 0.9861


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- ETA: 6s - loss: 0.0406 - acc: 0.9864


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- ETA: 6s - loss: 0.0451 - acc: 0.9848


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- ETA: 5s - loss: 0.0436 - acc: 0.9855


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- ETA: 5s - loss: 0.0449 - acc: 0.9854


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- ETA: 5s - loss: 0.0466 - acc: 0.9847


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- ETA: 4s - loss: 0.0500 - acc: 0.9837


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- ETA: 4s - loss: 0.0490 - acc: 0.9837


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- ETA: 4s - loss: 0.0493 - acc: 0.9832


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- ETA: 3s - loss: 0.0526 - acc: 0.9829


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- ETA: 3s - loss: 0.0581 - acc: 0.9819


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- ETA: 3s - loss: 0.0587 - acc: 0.9809


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- ETA: 2s - loss: 0.0574 - acc: 0.9812


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- ETA: 2s - loss: 0.0569 - acc: 0.9808


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- ETA: 2s - loss: 0.0578 - acc: 0.9802


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- ETA: 1s - loss: 0.0584 - acc: 0.9801


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- ETA: 1s - loss: 0.0576 - acc: 0.9804


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- ETA: 1s - loss: 0.0570 - acc: 0.9807


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- ETA: 0s - loss: 0.0578 - acc: 0.9804


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- ETA: 0s - loss: 0.0582 - acc: 0.9805


38/39 [============================>.]

- ETA: 0s - loss: 0.0573 - acc: 0.9810

128/878 [===>..........................]

- ETA: 0s - loss: 0.2593 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3274 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.3522 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.4182 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.4100 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.3923 - acc: 0.9141


878/878 [==============================]

- 1s 676us/sample - loss: 0.3729 - acc: 0.9157



39/39 [==============================]

- 13s 346ms/step - loss: 0.0574 - acc: 0.9811 - val_loss: 0.3706 - val_acc: 0.9157


Epoch 159/200

1/39 [..............................]

- ETA: 6s - loss: 0.1066 - acc: 0.9609


2/39 [>.............................]

- ETA: 6s - loss: 0.0748 - acc: 0.9727


3/39 [=>............................]

- ETA: 7s - loss: 0.0647 - acc: 0.9740


4/39 [==>...........................]

- ETA: 8s - loss: 0.0602 - acc: 0.9785


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- ETA: 8s - loss: 0.0567 - acc: 0.9797


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- ETA: 8s - loss: 0.0497 - acc: 0.9831


7/39 [====>.........................]

- ETA: 8s - loss: 0.0447 - acc: 0.9855


8/39 [=====>........................]

- ETA: 9s - loss: 0.0435 - acc: 0.9854


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- ETA: 8s - loss: 0.0460 - acc: 0.9826


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- ETA: 8s - loss: 0.0553 - acc: 0.9820


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- ETA: 8s - loss: 0.0532 - acc: 0.9822


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- ETA: 8s - loss: 0.0499 - acc: 0.9831


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- ETA: 8s - loss: 0.0468 - acc: 0.9844


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- ETA: 7s - loss: 0.0476 - acc: 0.9833


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- ETA: 7s - loss: 0.0465 - acc: 0.9839


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- ETA: 7s - loss: 0.0444 - acc: 0.9849


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- ETA: 6s - loss: 0.0430 - acc: 0.9858


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- ETA: 6s - loss: 0.0417 - acc: 0.9861


19/39 [=============>................]

- ETA: 6s - loss: 0.0400 - acc: 0.9868


20/39 [==============>...............]

- ETA: 6s - loss: 0.0396 - acc: 0.9871


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- ETA: 5s - loss: 0.0402 - acc: 0.9874


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- ETA: 5s - loss: 0.0385 - acc: 0.9879


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- ETA: 5s - loss: 0.0377 - acc: 0.9881


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- ETA: 4s - loss: 0.0366 - acc: 0.9883


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- ETA: 4s - loss: 0.0360 - acc: 0.9884


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- ETA: 4s - loss: 0.0351 - acc: 0.9886


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- ETA: 3s - loss: 0.0343 - acc: 0.9890


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- ETA: 3s - loss: 0.0342 - acc: 0.9891


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- ETA: 3s - loss: 0.0336 - acc: 0.9892


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- ETA: 2s - loss: 0.0328 - acc: 0.9896


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- ETA: 2s - loss: 0.0331 - acc: 0.9891


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- ETA: 2s - loss: 0.0321 - acc: 0.9895


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- ETA: 1s - loss: 0.0321 - acc: 0.9893


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- ETA: 1s - loss: 0.0318 - acc: 0.9894


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- ETA: 1s - loss: 0.0313 - acc: 0.9895


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- ETA: 0s - loss: 0.0325 - acc: 0.9889


37/39 [===========================>..]

- ETA: 0s - loss: 0.0318 - acc: 0.9892


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- ETA: 0s - loss: 0.0331 - acc: 0.9889

128/878 [===>..........................]

- ETA: 0s - loss: 0.3719 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.5181 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5597 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.6053 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5795 - acc: 0.9062


768/878 [=========================>....]

- ETA: 0s - loss: 0.5526 - acc: 0.9089


878/878 [==============================]

- 1s 687us/sample - loss: 0.5175 - acc: 0.9123



39/39 [==============================]

- 14s 350ms/step - loss: 0.0328 - acc: 0.9887 - val_loss: 0.5132 - val_acc: 0.9123


Epoch 160/200

1/39 [..............................]

- ETA: 27s - loss: 0.0671 - acc: 0.9844


2/39 [>.............................]

- ETA: 17s - loss: 0.0486 - acc: 0.9844


3/39 [=>............................]

- ETA: 13s - loss: 0.0346 - acc: 0.9896


4/39 [==>...........................]

- ETA: 11s - loss: 0.0323 - acc: 0.9902


5/39 [==>...........................]

- ETA: 9s - loss: 0.0304 - acc: 0.9891


6/39 [===>..........................]

- ETA: 8s - loss: 0.0308 - acc: 0.9880


7/39 [====>.........................]

- ETA: 8s - loss: 0.0271 - acc: 0.9897


8/39 [=====>........................]

- ETA: 8s - loss: 0.0278 - acc: 0.9891


9/39 [=====>........................]

- ETA: 8s - loss: 0.0325 - acc: 0.9876


10/39 [======>.......................]

- ETA: 8s - loss: 0.0305 - acc: 0.9881


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- ETA: 8s - loss: 0.0288 - acc: 0.9885


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- ETA: 8s - loss: 0.0281 - acc: 0.9881


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- ETA: 7s - loss: 0.0266 - acc: 0.9891


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- ETA: 7s - loss: 0.0248 - acc: 0.9898


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- ETA: 7s - loss: 0.0241 - acc: 0.9905


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- ETA: 7s - loss: 0.0235 - acc: 0.9906


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- ETA: 6s - loss: 0.0232 - acc: 0.9907


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- ETA: 6s - loss: 0.0259 - acc: 0.9904


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- ETA: 6s - loss: 0.0257 - acc: 0.9901


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- ETA: 6s - loss: 0.0265 - acc: 0.9894


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- ETA: 5s - loss: 0.0266 - acc: 0.9895


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- ETA: 5s - loss: 0.0273 - acc: 0.9893


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- ETA: 5s - loss: 0.0263 - acc: 0.9897


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- ETA: 4s - loss: 0.0258 - acc: 0.9902


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- ETA: 4s - loss: 0.0255 - acc: 0.9903


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- ETA: 4s - loss: 0.0274 - acc: 0.9894


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- ETA: 3s - loss: 0.0286 - acc: 0.9892


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- ETA: 3s - loss: 0.0296 - acc: 0.9888


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- ETA: 3s - loss: 0.0294 - acc: 0.9889


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- ETA: 2s - loss: 0.0326 - acc: 0.9880


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- ETA: 2s - loss: 0.0321 - acc: 0.9878


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- ETA: 2s - loss: 0.0318 - acc: 0.9880


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- ETA: 1s - loss: 0.0332 - acc: 0.9874


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- ETA: 1s - loss: 0.0326 - acc: 0.9878


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- ETA: 1s - loss: 0.0338 - acc: 0.9877


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- ETA: 0s - loss: 0.0337 - acc: 0.9876


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- ETA: 0s - loss: 0.0351 - acc: 0.9873


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- ETA: 0s - loss: 0.0351 - acc: 0.9870

128/878 [===>..........................]

- ETA: 0s - loss: 0.3867 - acc: 0.9297


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- ETA: 0s - loss: 0.4692 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4689 - acc: 0.9141


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- ETA: 0s - loss: 0.5028 - acc: 0.9160


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- ETA: 0s - loss: 0.4998 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4751 - acc: 0.9180


878/878 [==============================]

- 1s 620us/sample - loss: 0.4467 - acc: 0.9226



39/39 [==============================]

- 13s 343ms/step - loss: 0.0353 - acc: 0.9869 - val_loss: 0.4432 - val_acc: 0.9226


Epoch 161/200

1/39 [..............................]

- ETA: 5s - loss: 0.0345 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0587 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0729 - acc: 0.9766


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- ETA: 8s - loss: 0.0821 - acc: 0.9746


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- ETA: 9s - loss: 0.0803 - acc: 0.9750


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- ETA: 8s - loss: 0.0732 - acc: 0.9760


7/39 [====>.........................]

- ETA: 9s - loss: 0.0720 - acc: 0.9772


8/39 [=====>........................]

- ETA: 9s - loss: 0.0738 - acc: 0.9781


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- ETA: 8s - loss: 0.0728 - acc: 0.9797


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- ETA: 8s - loss: 0.0669 - acc: 0.9818


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- ETA: 8s - loss: 0.0621 - acc: 0.9827


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- ETA: 8s - loss: 0.0598 - acc: 0.9822


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- ETA: 8s - loss: 0.0587 - acc: 0.9824


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- ETA: 8s - loss: 0.0561 - acc: 0.9831


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- ETA: 7s - loss: 0.0534 - acc: 0.9842


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- ETA: 7s - loss: 0.0528 - acc: 0.9842


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- ETA: 7s - loss: 0.0509 - acc: 0.9847


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- ETA: 6s - loss: 0.0491 - acc: 0.9856


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- ETA: 6s - loss: 0.0481 - acc: 0.9859


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- ETA: 6s - loss: 0.0489 - acc: 0.9854


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- ETA: 5s - loss: 0.0525 - acc: 0.9846


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- ETA: 5s - loss: 0.0510 - acc: 0.9850


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- ETA: 5s - loss: 0.0510 - acc: 0.9850


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- ETA: 5s - loss: 0.0498 - acc: 0.9853


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- ETA: 4s - loss: 0.0512 - acc: 0.9840


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- ETA: 4s - loss: 0.0502 - acc: 0.9840


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- ETA: 4s - loss: 0.0503 - acc: 0.9840


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- ETA: 3s - loss: 0.0519 - acc: 0.9840


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- ETA: 3s - loss: 0.0513 - acc: 0.9843


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- ETA: 3s - loss: 0.0502 - acc: 0.9846


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- ETA: 2s - loss: 0.0489 - acc: 0.9851


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- ETA: 2s - loss: 0.0481 - acc: 0.9853


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- ETA: 2s - loss: 0.0472 - acc: 0.9855


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- ETA: 1s - loss: 0.0501 - acc: 0.9855


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- ETA: 1s - loss: 0.0496 - acc: 0.9852


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- ETA: 1s - loss: 0.0491 - acc: 0.9852


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- ETA: 0s - loss: 0.0520 - acc: 0.9847


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- ETA: 0s - loss: 0.0511 - acc: 0.9849

128/878 [===>..........................]

- ETA: 0s - loss: 0.4155 - acc: 0.9062


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- ETA: 0s - loss: 0.4948 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.5482 - acc: 0.8880


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- ETA: 0s - loss: 0.5964 - acc: 0.8945


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- ETA: 0s - loss: 0.5380 - acc: 0.8953


768/878 [=========================>....]

- ETA: 0s - loss: 0.5148 - acc: 0.8984


878/878 [==============================]

- 1s 600us/sample - loss: 0.4861 - acc: 0.9043



39/39 [==============================]

- 14s 357ms/step - loss: 0.0511 - acc: 0.9849 - val_loss: 0.4826 - val_acc: 0.9043


Epoch 162/200

1/39 [..............................]

- ETA: 13s - loss: 0.0944 - acc: 0.9453


2/39 [>.............................]

- ETA: 15s - loss: 0.0752 - acc: 0.9609


3/39 [=>............................]

- ETA: 12s - loss: 0.0533 - acc: 0.9740


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- ETA: 10s - loss: 0.0734 - acc: 0.9746


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- ETA: 9s - loss: 0.0714 - acc: 0.9750


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- ETA: 9s - loss: 0.0613 - acc: 0.9792


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- ETA: 9s - loss: 0.0577 - acc: 0.9799


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- ETA: 9s - loss: 0.0558 - acc: 0.9805


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- ETA: 9s - loss: 0.0523 - acc: 0.9818


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- ETA: 8s - loss: 0.0570 - acc: 0.9797


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- ETA: 8s - loss: 0.0604 - acc: 0.9794


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- ETA: 8s - loss: 0.0585 - acc: 0.9805


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- ETA: 8s - loss: 0.0563 - acc: 0.9808


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- ETA: 7s - loss: 0.0559 - acc: 0.9799


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- ETA: 7s - loss: 0.0535 - acc: 0.9812


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- ETA: 7s - loss: 0.0514 - acc: 0.9819


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- ETA: 7s - loss: 0.0514 - acc: 0.9821


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- ETA: 6s - loss: 0.0496 - acc: 0.9822


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- ETA: 6s - loss: 0.0486 - acc: 0.9819


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- ETA: 6s - loss: 0.0467 - acc: 0.9824


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- ETA: 5s - loss: 0.0467 - acc: 0.9825


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- ETA: 5s - loss: 0.0453 - acc: 0.9833


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- ETA: 5s - loss: 0.0446 - acc: 0.9837


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- ETA: 4s - loss: 0.0453 - acc: 0.9834


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- ETA: 4s - loss: 0.0444 - acc: 0.9837


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- ETA: 4s - loss: 0.0435 - acc: 0.9841


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- ETA: 3s - loss: 0.0428 - acc: 0.9844


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- ETA: 3s - loss: 0.0439 - acc: 0.9844


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- ETA: 3s - loss: 0.0426 - acc: 0.9849


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- ETA: 2s - loss: 0.0415 - acc: 0.9854


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- ETA: 2s - loss: 0.0412 - acc: 0.9856


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- ETA: 2s - loss: 0.0401 - acc: 0.9860


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- ETA: 1s - loss: 0.0401 - acc: 0.9860


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- ETA: 1s - loss: 0.0410 - acc: 0.9857


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- ETA: 1s - loss: 0.0416 - acc: 0.9852


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- ETA: 0s - loss: 0.0428 - acc: 0.9852


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- ETA: 0s - loss: 0.0420 - acc: 0.9854


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- ETA: 0s - loss: 0.0416 - acc: 0.9853

128/878 [===>..........................]

- ETA: 0s - loss: 0.2682 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4487 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.5309 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5954 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.5648 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.5612 - acc: 0.9062


878/878 [==============================]

- 1s 624us/sample - loss: 0.5413 - acc: 0.9066



39/39 [==============================]

- 13s 345ms/step - loss: 0.0409 - acc: 0.9855 - val_loss: 0.5389 - val_acc: 0.9066


Epoch 163/200

1/39 [..............................]

- ETA: 5s - loss: 0.0526 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0416 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0336 - acc: 0.9922


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- ETA: 8s - loss: 0.0385 - acc: 0.9902


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- ETA: 8s - loss: 0.0381 - acc: 0.9906


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- ETA: 9s - loss: 0.0357 - acc: 0.9909


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- ETA: 9s - loss: 0.0357 - acc: 0.9900


8/39 [=====>........................]

- ETA: 9s - loss: 0.0382 - acc: 0.9883


9/39 [=====>........................]

- ETA: 8s - loss: 0.0372 - acc: 0.9878


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- ETA: 8s - loss: 0.0380 - acc: 0.9867


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- ETA: 8s - loss: 0.0351 - acc: 0.9879


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- ETA: 8s - loss: 0.0329 - acc: 0.9889


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- ETA: 8s - loss: 0.0311 - acc: 0.9898


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- ETA: 7s - loss: 0.0331 - acc: 0.9894


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- ETA: 7s - loss: 0.0333 - acc: 0.9885


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- ETA: 7s - loss: 0.0318 - acc: 0.9888


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- ETA: 7s - loss: 0.0311 - acc: 0.9890


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- ETA: 6s - loss: 0.0310 - acc: 0.9891


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- ETA: 6s - loss: 0.0306 - acc: 0.9893


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- ETA: 6s - loss: 0.0294 - acc: 0.9898


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- ETA: 5s - loss: 0.0301 - acc: 0.9896


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- ETA: 5s - loss: 0.0297 - acc: 0.9897


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- ETA: 5s - loss: 0.0317 - acc: 0.9885


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- ETA: 4s - loss: 0.0322 - acc: 0.9883


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- ETA: 4s - loss: 0.0314 - acc: 0.9887


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- ETA: 4s - loss: 0.0312 - acc: 0.9885


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- ETA: 3s - loss: 0.0312 - acc: 0.9884


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- ETA: 3s - loss: 0.0306 - acc: 0.9888


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- ETA: 3s - loss: 0.0316 - acc: 0.9886


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- ETA: 2s - loss: 0.0339 - acc: 0.9880


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- ETA: 2s - loss: 0.0356 - acc: 0.9873


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- ETA: 2s - loss: 0.0347 - acc: 0.9877


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- ETA: 1s - loss: 0.0339 - acc: 0.9881


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- ETA: 1s - loss: 0.0334 - acc: 0.9882


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- ETA: 1s - loss: 0.0331 - acc: 0.9883


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- ETA: 0s - loss: 0.0351 - acc: 0.9880


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- ETA: 0s - loss: 0.0355 - acc: 0.9877


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- ETA: 0s - loss: 0.0395 - acc: 0.9866

128/878 [===>..........................]

- ETA: 0s - loss: 0.5271 - acc: 0.8906


256/878 [=======>......................]

- ETA: 0s - loss: 0.6610 - acc: 0.8789


384/878 [============>.................]

- ETA: 0s - loss: 0.7392 - acc: 0.8646


512/878 [================>.............]

- ETA: 0s - loss: 0.7282 - acc: 0.8809


640/878 [====================>.........]

- ETA: 0s - loss: 0.7107 - acc: 0.8844


768/878 [=========================>....]

- ETA: 0s - loss: 0.7067 - acc: 0.8867


878/878 [==============================]

- 1s 608us/sample - loss: 0.6849 - acc: 0.8861



39/39 [==============================]

- 14s 347ms/step - loss: 0.0393 - acc: 0.9867 - val_loss: 0.6822 - val_acc: 0.8861


Epoch 164/200

1/39 [..............................]

- ETA: 17s - loss: 0.0852 - acc: 0.9725


2/39 [>.............................]

- ETA: 17s - loss: 0.0909 - acc: 0.9747


3/39 [=>............................]

- ETA: 13s - loss: 0.0888 - acc: 0.9753


4/39 [==>...........................]

- ETA: 11s - loss: 0.0686 - acc: 0.9817


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- ETA: 9s - loss: 0.0623 - acc: 0.9823


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- ETA: 8s - loss: 0.0703 - acc: 0.9826


7/39 [====>.........................]

- ETA: 8s - loss: 0.0686 - acc: 0.9840


8/39 [=====>........................]

- ETA: 8s - loss: 0.0695 - acc: 0.9841


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- ETA: 8s - loss: 0.0633 - acc: 0.9859


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- ETA: 8s - loss: 0.0585 - acc: 0.9865


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- ETA: 8s - loss: 0.0542 - acc: 0.9878


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- ETA: 8s - loss: 0.0511 - acc: 0.9888


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- ETA: 7s - loss: 0.0551 - acc: 0.9884


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- ETA: 7s - loss: 0.0536 - acc: 0.9882


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- ETA: 7s - loss: 0.0556 - acc: 0.9868


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- ETA: 7s - loss: 0.0549 - acc: 0.9872


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- ETA: 6s - loss: 0.0540 - acc: 0.9875


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- ETA: 6s - loss: 0.0540 - acc: 0.9877


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- ETA: 6s - loss: 0.0561 - acc: 0.9872


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- ETA: 5s - loss: 0.0538 - acc: 0.9878


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- ETA: 5s - loss: 0.0529 - acc: 0.9880


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- ETA: 5s - loss: 0.0530 - acc: 0.9875


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- ETA: 5s - loss: 0.0541 - acc: 0.9877


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- ETA: 4s - loss: 0.0536 - acc: 0.9872


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- ETA: 4s - loss: 0.0555 - acc: 0.9874


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- ETA: 4s - loss: 0.0551 - acc: 0.9870


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- ETA: 3s - loss: 0.0542 - acc: 0.9872


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- ETA: 3s - loss: 0.0534 - acc: 0.9874


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- ETA: 3s - loss: 0.0531 - acc: 0.9873


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- ETA: 2s - loss: 0.0518 - acc: 0.9874


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- ETA: 2s - loss: 0.0515 - acc: 0.9871


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- ETA: 2s - loss: 0.0558 - acc: 0.9858


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- ETA: 1s - loss: 0.0558 - acc: 0.9860


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- ETA: 1s - loss: 0.0556 - acc: 0.9855


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- ETA: 1s - loss: 0.0550 - acc: 0.9854


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- ETA: 0s - loss: 0.0547 - acc: 0.9852


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- ETA: 0s - loss: 0.0553 - acc: 0.9852


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- ETA: 0s - loss: 0.0545 - acc: 0.9851

128/878 [===>..........................]

- ETA: 0s - loss: 0.4182 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4512 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4534 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5059 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4671 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4626 - acc: 0.9232


878/878 [==============================]

- 1s 612us/sample - loss: 0.4289 - acc: 0.9260



39/39 [==============================]

- 13s 339ms/step - loss: 0.0550 - acc: 0.9851 - val_loss: 0.4247 - val_acc: 0.9260


Epoch 165/200

1/39 [..............................]

- ETA: 5s - loss: 0.0287 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0277 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0234 - acc: 0.9918


4/39 [==>...........................]

- ETA: 8s - loss: 0.0202 - acc: 0.9939


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- ETA: 8s - loss: 0.0230 - acc: 0.9919


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- ETA: 8s - loss: 0.0210 - acc: 0.9933


7/39 [====>.........................]

- ETA: 9s - loss: 0.0481 - acc: 0.9863


8/39 [=====>........................]

- ETA: 9s - loss: 0.0464 - acc: 0.9861


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- ETA: 8s - loss: 0.0435 - acc: 0.9868


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- ETA: 8s - loss: 0.0430 - acc: 0.9865


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- ETA: 8s - loss: 0.0444 - acc: 0.9849


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- ETA: 8s - loss: 0.0424 - acc: 0.9848


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- ETA: 8s - loss: 0.0427 - acc: 0.9836


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- ETA: 7s - loss: 0.0420 - acc: 0.9842


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- ETA: 7s - loss: 0.0406 - acc: 0.9853


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- ETA: 7s - loss: 0.0390 - acc: 0.9862


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- ETA: 7s - loss: 0.0386 - acc: 0.9861


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- ETA: 6s - loss: 0.0373 - acc: 0.9864


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- ETA: 6s - loss: 0.0377 - acc: 0.9863


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- ETA: 6s - loss: 0.0402 - acc: 0.9847


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- ETA: 5s - loss: 0.0390 - acc: 0.9850


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- ETA: 5s - loss: 0.0383 - acc: 0.9853


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- ETA: 5s - loss: 0.0378 - acc: 0.9856


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- ETA: 4s - loss: 0.0367 - acc: 0.9862


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- ETA: 4s - loss: 0.0358 - acc: 0.9865


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- ETA: 4s - loss: 0.0346 - acc: 0.9870


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- ETA: 3s - loss: 0.0346 - acc: 0.9869


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- ETA: 3s - loss: 0.0346 - acc: 0.9871


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- ETA: 3s - loss: 0.0337 - acc: 0.9875


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- ETA: 3s - loss: 0.0342 - acc: 0.9877


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- ETA: 2s - loss: 0.0341 - acc: 0.9878


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- ETA: 2s - loss: 0.0333 - acc: 0.9882


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- ETA: 2s - loss: 0.0335 - acc: 0.9881


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- ETA: 1s - loss: 0.0328 - acc: 0.9885


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- ETA: 1s - loss: 0.0324 - acc: 0.9883


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- ETA: 1s - loss: 0.0318 - acc: 0.9887


37/39 [===========================>..]

- ETA: 0s - loss: 0.0324 - acc: 0.9886


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- ETA: 0s - loss: 0.0319 - acc: 0.9889

128/878 [===>..........................]

- ETA: 0s - loss: 0.2003 - acc: 0.9609


256/878 [=======>......................]

- ETA: 0s - loss: 0.3806 - acc: 0.9453


384/878 [============>.................]

- ETA: 0s - loss: 0.4405 - acc: 0.9323


512/878 [================>.............]

- ETA: 0s - loss: 0.4795 - acc: 0.9277


640/878 [====================>.........]

- ETA: 0s - loss: 0.4599 - acc: 0.9281


768/878 [=========================>....]

- ETA: 0s - loss: 0.4548 - acc: 0.9284


878/878 [==============================]

- 1s 602us/sample - loss: 0.4312 - acc: 0.9305



39/39 [==============================]

- 14s 353ms/step - loss: 0.0323 - acc: 0.9887 - val_loss: 0.4283 - val_acc: 0.9305


Epoch 166/200

1/39 [..............................]

- ETA: 18s - loss: 0.0198 - acc: 0.9922


2/39 [>.............................]

- ETA: 17s - loss: 0.0351 - acc: 0.9922


3/39 [=>............................]

- ETA: 13s - loss: 0.0358 - acc: 0.9896


4/39 [==>...........................]

- ETA: 11s - loss: 0.0355 - acc: 0.9899


5/39 [==>...........................]

- ETA: 9s - loss: 0.0310 - acc: 0.9903


6/39 [===>..........................]

- ETA: 8s - loss: 0.0318 - acc: 0.9907


7/39 [====>.........................]

- ETA: 8s - loss: 0.0309 - acc: 0.9897


8/39 [=====>........................]

- ETA: 8s - loss: 0.0280 - acc: 0.9910


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- ETA: 8s - loss: 0.0269 - acc: 0.9921


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- ETA: 8s - loss: 0.0288 - acc: 0.9913


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- ETA: 8s - loss: 0.0285 - acc: 0.9906


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- ETA: 8s - loss: 0.0273 - acc: 0.9908


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- ETA: 7s - loss: 0.0290 - acc: 0.9903


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- ETA: 7s - loss: 0.0288 - acc: 0.9898


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- ETA: 7s - loss: 0.0296 - acc: 0.9884


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- ETA: 7s - loss: 0.0318 - acc: 0.9872


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- ETA: 6s - loss: 0.0322 - acc: 0.9861


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- ETA: 6s - loss: 0.0323 - acc: 0.9856


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- ETA: 6s - loss: 0.0315 - acc: 0.9859


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- ETA: 5s - loss: 0.0315 - acc: 0.9858


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- ETA: 5s - loss: 0.0314 - acc: 0.9858


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- ETA: 5s - loss: 0.0305 - acc: 0.9864


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- ETA: 5s - loss: 0.0298 - acc: 0.9870


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- ETA: 4s - loss: 0.0290 - acc: 0.9876


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- ETA: 4s - loss: 0.0288 - acc: 0.9877


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- ETA: 4s - loss: 0.0290 - acc: 0.9873


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- ETA: 3s - loss: 0.0284 - acc: 0.9878


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- ETA: 3s - loss: 0.0283 - acc: 0.9879


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- ETA: 3s - loss: 0.0294 - acc: 0.9878


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- ETA: 2s - loss: 0.0309 - acc: 0.9872


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- ETA: 2s - loss: 0.0301 - acc: 0.9876


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- ETA: 2s - loss: 0.0295 - acc: 0.9880


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- ETA: 1s - loss: 0.0287 - acc: 0.9883


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- ETA: 1s - loss: 0.0299 - acc: 0.9878


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- ETA: 1s - loss: 0.0314 - acc: 0.9877


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- ETA: 0s - loss: 0.0311 - acc: 0.9878


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- ETA: 0s - loss: 0.0305 - acc: 0.9881


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- ETA: 0s - loss: 0.0302 - acc: 0.9882

128/878 [===>..........................]

- ETA: 0s - loss: 0.1894 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3606 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4345 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4946 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4684 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.4623 - acc: 0.9193


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4462 - acc: 0.9226



39/39 [==============================]

- 14s 348ms/step - loss: 0.0300 - acc: 0.9883 - val_loss: 0.4442 - val_acc: 0.9226


Epoch 167/200

1/39 [..............................]

- ETA: 7s - loss: 0.0040 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0051 - acc: 1.0000


3/39 [=>............................]

- ETA: 6s - loss: 0.0041 - acc: 1.0000


4/39 [==>...........................]

- ETA: 6s - loss: 0.0047 - acc: 1.0000


5/39 [==>...........................]

- ETA: 6s - loss: 0.0083 - acc: 0.9969


6/39 [===>..........................]

- ETA: 7s - loss: 0.0147 - acc: 0.9948


7/39 [====>.........................]

- ETA: 7s - loss: 0.0154 - acc: 0.9944


8/39 [=====>........................]

- ETA: 7s - loss: 0.0164 - acc: 0.9941


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- ETA: 7s - loss: 0.0264 - acc: 0.9913


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- ETA: 7s - loss: 0.0260 - acc: 0.9906


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- ETA: 7s - loss: 0.0253 - acc: 0.9908


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- ETA: 7s - loss: 0.0243 - acc: 0.9909


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- ETA: 7s - loss: 0.0252 - acc: 0.9910


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- ETA: 7s - loss: 0.0289 - acc: 0.9905


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- ETA: 6s - loss: 0.0270 - acc: 0.9911


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- ETA: 6s - loss: 0.0268 - acc: 0.9907


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- ETA: 6s - loss: 0.0262 - acc: 0.9913


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- ETA: 6s - loss: 0.0253 - acc: 0.9913


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- ETA: 6s - loss: 0.0243 - acc: 0.9918


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- ETA: 5s - loss: 0.0234 - acc: 0.9922


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- ETA: 5s - loss: 0.0226 - acc: 0.9926


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- ETA: 5s - loss: 0.0226 - acc: 0.9925


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- ETA: 4s - loss: 0.0227 - acc: 0.9925


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- ETA: 4s - loss: 0.0221 - acc: 0.9928


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- ETA: 4s - loss: 0.0249 - acc: 0.9922


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- ETA: 4s - loss: 0.0243 - acc: 0.9925


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- ETA: 3s - loss: 0.0241 - acc: 0.9925


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- ETA: 3s - loss: 0.0233 - acc: 0.9927


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- ETA: 3s - loss: 0.0246 - acc: 0.9925


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- ETA: 2s - loss: 0.0240 - acc: 0.9927


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- ETA: 2s - loss: 0.0246 - acc: 0.9924


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- ETA: 2s - loss: 0.0247 - acc: 0.9924


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- ETA: 1s - loss: 0.0247 - acc: 0.9922


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- ETA: 1s - loss: 0.0245 - acc: 0.9922


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- ETA: 1s - loss: 0.0241 - acc: 0.9924


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- ETA: 0s - loss: 0.0241 - acc: 0.9924


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- ETA: 0s - loss: 0.0259 - acc: 0.9922


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- ETA: 0s - loss: 0.0260 - acc: 0.9922

109/878 [==>...........................]

- ETA: 0s - loss: 0.3905 - acc: 0.9083


218/878 [======>.......................]

- ETA: 0s - loss: 0.5053 - acc: 0.9128


327/878 [==========>...................]

- ETA: 0s - loss: 0.5191 - acc: 0.9083


436/878 [=============>................]

- ETA: 0s - loss: 0.6435 - acc: 0.9014


545/878 [=================>............]

- ETA: 0s - loss: 0.6223 - acc: 0.9009


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- ETA: 0s - loss: 0.5762 - acc: 0.9052


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- ETA: 0s - loss: 0.5801 - acc: 0.9056


872/878 [============================>.]

- ETA: 0s - loss: 0.5503 - acc: 0.9060


878/878 [==============================]

- 1s 644us/sample - loss: 0.5468 - acc: 0.9066



39/39 [==============================]

- 13s 333ms/step - loss: 0.0264 - acc: 0.9922 - val_loss: 0.4984 - val_acc: 0.9066


Epoch 168/200

1/39 [..............................]

- ETA: 5s - loss: 0.0694 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0451 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0318 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0357 - acc: 0.9883


5/39 [==>...........................]

- ETA: 8s - loss: 0.0377 - acc: 0.9875


6/39 [===>..........................]

- ETA: 8s - loss: 0.0370 - acc: 0.9883


7/39 [====>.........................]

- ETA: 8s - loss: 0.0439 - acc: 0.9866


8/39 [=====>........................]

- ETA: 8s - loss: 0.0408 - acc: 0.9863


9/39 [=====>........................]

- ETA: 8s - loss: 0.0366 - acc: 0.9878


10/39 [======>.......................]

- ETA: 8s - loss: 0.0361 - acc: 0.9883


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- ETA: 8s - loss: 0.0337 - acc: 0.9893


12/39 [========>.....................]

- ETA: 8s - loss: 0.0321 - acc: 0.9896


13/39 [=========>....................]

- ETA: 7s - loss: 0.0310 - acc: 0.9898


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- ETA: 7s - loss: 0.0323 - acc: 0.9900


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- ETA: 7s - loss: 0.0304 - acc: 0.9906


16/39 [===========>..................]

- ETA: 7s - loss: 0.0308 - acc: 0.9897


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- ETA: 6s - loss: 0.0297 - acc: 0.9903


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- ETA: 6s - loss: 0.0323 - acc: 0.9900


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- ETA: 6s - loss: 0.0309 - acc: 0.9905


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- ETA: 6s - loss: 0.0294 - acc: 0.9910


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- ETA: 5s - loss: 0.0287 - acc: 0.9911


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- ETA: 5s - loss: 0.0305 - acc: 0.9904


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- ETA: 5s - loss: 0.0297 - acc: 0.9904


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- ETA: 4s - loss: 0.0301 - acc: 0.9905


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- ETA: 4s - loss: 0.0297 - acc: 0.9906


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- ETA: 4s - loss: 0.0298 - acc: 0.9903


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- ETA: 3s - loss: 0.0292 - acc: 0.9907


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- ETA: 3s - loss: 0.0284 - acc: 0.9910


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- ETA: 3s - loss: 0.0284 - acc: 0.9908


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- ETA: 2s - loss: 0.0281 - acc: 0.9908


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- ETA: 2s - loss: 0.0275 - acc: 0.9911


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- ETA: 2s - loss: 0.0272 - acc: 0.9912


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- ETA: 1s - loss: 0.0268 - acc: 0.9912


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- ETA: 1s - loss: 0.0266 - acc: 0.9912


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- ETA: 1s - loss: 0.0271 - acc: 0.9908


36/39 [==========================>...]

- ETA: 0s - loss: 0.0268 - acc: 0.9906


37/39 [===========================>..]

- ETA: 0s - loss: 0.0265 - acc: 0.9907


38/39 [============================>.]

- ETA: 0s - loss: 0.0266 - acc: 0.9905

128/878 [===>..........................]

- ETA: 0s - loss: 0.3192 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4863 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4782 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5412 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.5245 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.5450 - acc: 0.9180


878/878 [==============================]

- 1s 637us/sample - loss: 0.5141 - acc: 0.9191



39/39 [==============================]

- 13s 341ms/step - loss: 0.0264 - acc: 0.9903 - val_loss: 0.5103 - val_acc: 0.9191


Epoch 169/200

1/39 [..............................]

- ETA: 5s - loss: 0.0364 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0226 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0175 - acc: 0.9948


4/39 [==>...........................]

- ETA: 9s - loss: 0.0218 - acc: 0.9922


5/39 [==>...........................]

- ETA: 9s - loss: 0.0191 - acc: 0.9937


6/39 [===>..........................]

- ETA: 9s - loss: 0.0169 - acc: 0.9948


7/39 [====>.........................]

- ETA: 9s - loss: 0.0180 - acc: 0.9944


8/39 [=====>........................]

- ETA: 9s - loss: 0.0169 - acc: 0.9951


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- ETA: 9s - loss: 0.0178 - acc: 0.9939


10/39 [======>.......................]

- ETA: 9s - loss: 0.0162 - acc: 0.9945


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- ETA: 9s - loss: 0.0160 - acc: 0.9943


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- ETA: 8s - loss: 0.0151 - acc: 0.9948


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- ETA: 8s - loss: 0.0151 - acc: 0.9952


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- ETA: 8s - loss: 0.0158 - acc: 0.9950


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- ETA: 8s - loss: 0.0164 - acc: 0.9943


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- ETA: 7s - loss: 0.0155 - acc: 0.9946


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- ETA: 7s - loss: 0.0150 - acc: 0.9949


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- ETA: 7s - loss: 0.0145 - acc: 0.9952


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- ETA: 6s - loss: 0.0138 - acc: 0.9955


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- ETA: 6s - loss: 0.0139 - acc: 0.9957


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- ETA: 6s - loss: 0.0134 - acc: 0.9959


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- ETA: 5s - loss: 0.0139 - acc: 0.9957


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- ETA: 5s - loss: 0.0135 - acc: 0.9959


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- ETA: 5s - loss: 0.0135 - acc: 0.9958


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- ETA: 4s - loss: 0.0132 - acc: 0.9959


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- ETA: 4s - loss: 0.0138 - acc: 0.9955


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- ETA: 4s - loss: 0.0134 - acc: 0.9957


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- ETA: 3s - loss: 0.0142 - acc: 0.9950


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- ETA: 3s - loss: 0.0138 - acc: 0.9952


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- ETA: 3s - loss: 0.0144 - acc: 0.9951


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- ETA: 2s - loss: 0.0140 - acc: 0.9952


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- ETA: 2s - loss: 0.0139 - acc: 0.9954


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- ETA: 2s - loss: 0.0148 - acc: 0.9952


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- ETA: 1s - loss: 0.0144 - acc: 0.9954


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- ETA: 1s - loss: 0.0142 - acc: 0.9955


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- ETA: 1s - loss: 0.0151 - acc: 0.9952


37/39 [===========================>..]

- ETA: 0s - loss: 0.0150 - acc: 0.9953


38/39 [============================>.]

- ETA: 0s - loss: 0.0151 - acc: 0.9953

128/878 [===>..........................]

- ETA: 0s - loss: 0.4278 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.5585 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.6340 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.6277 - acc: 0.9023


640/878 [====================>.........]

- ETA: 0s - loss: 0.5711 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5574 - acc: 0.9036


878/878 [==============================]

- 1s 620us/sample - loss: 0.5350 - acc: 0.9043



39/39 [==============================]

- 14s 371ms/step - loss: 0.0156 - acc: 0.9952 - val_loss: 0.5322 - val_acc: 0.9043


Epoch 170/200

1/39 [..............................]

- ETA: 5s - loss: 0.0203 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0355 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0348 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0263 - acc: 0.9922


5/39 [==>...........................]

- ETA: 9s - loss: 0.0433 - acc: 0.9906


6/39 [===>..........................]

- ETA: 9s - loss: 0.0375 - acc: 0.9922


7/39 [====>.........................]

- ETA: 9s - loss: 0.0387 - acc: 0.9888


8/39 [=====>........................]

- ETA: 9s - loss: 0.0342 - acc: 0.9902


9/39 [=====>........................]

- ETA: 9s - loss: 0.0396 - acc: 0.9878


10/39 [======>.......................]

- ETA: 9s - loss: 0.0427 - acc: 0.9859


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- ETA: 8s - loss: 0.0406 - acc: 0.9865


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- ETA: 8s - loss: 0.0418 - acc: 0.9857


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- ETA: 8s - loss: 0.0393 - acc: 0.9868


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- ETA: 8s - loss: 0.0410 - acc: 0.9860


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- ETA: 7s - loss: 0.0452 - acc: 0.9854


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- ETA: 7s - loss: 0.0431 - acc: 0.9863


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- ETA: 7s - loss: 0.0409 - acc: 0.9871


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- ETA: 6s - loss: 0.0415 - acc: 0.9874


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- ETA: 6s - loss: 0.0409 - acc: 0.9873


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- ETA: 6s - loss: 0.0497 - acc: 0.9852


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- ETA: 6s - loss: 0.0492 - acc: 0.9851


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- ETA: 5s - loss: 0.0471 - acc: 0.9857


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- ETA: 5s - loss: 0.0459 - acc: 0.9860


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- ETA: 5s - loss: 0.0466 - acc: 0.9853


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- ETA: 4s - loss: 0.0496 - acc: 0.9840


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- ETA: 4s - loss: 0.0507 - acc: 0.9837


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- ETA: 4s - loss: 0.0502 - acc: 0.9840


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- ETA: 3s - loss: 0.0502 - acc: 0.9837


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- ETA: 3s - loss: 0.0498 - acc: 0.9835


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- ETA: 3s - loss: 0.0497 - acc: 0.9835


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- ETA: 2s - loss: 0.0507 - acc: 0.9830


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- ETA: 2s - loss: 0.0496 - acc: 0.9833


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- ETA: 2s - loss: 0.0513 - acc: 0.9829


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- ETA: 1s - loss: 0.0500 - acc: 0.9834


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- ETA: 1s - loss: 0.0497 - acc: 0.9834


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- ETA: 1s - loss: 0.0508 - acc: 0.9832


37/39 [===========================>..]

- ETA: 0s - loss: 0.0495 - acc: 0.9837


38/39 [============================>.]

- ETA: 0s - loss: 0.0492 - acc: 0.9837

128/878 [===>..........................]

- ETA: 0s - loss: 0.2585 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3421 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4143 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.4615 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.4726 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4830 - acc: 0.9089


878/878 [==============================]

- 1s 619us/sample - loss: 0.4495 - acc: 0.9134



39/39 [==============================]

- 14s 355ms/step - loss: 0.0492 - acc: 0.9837 - val_loss: 0.4454 - val_acc: 0.9134


Epoch 171/200

1/39 [..............................]

- ETA: 26s - loss: 0.0451 - acc: 0.9766


2/39 [>.............................]

- ETA: 23s - loss: 0.0393 - acc: 0.9789


3/39 [=>............................]

- ETA: 17s - loss: 0.0301 - acc: 0.9863


4/39 [==>...........................]

- ETA: 14s - loss: 0.0335 - acc: 0.9838


5/39 [==>...........................]

- ETA: 12s - loss: 0.0301 - acc: 0.9855


6/39 [===>..........................]

- ETA: 11s - loss: 0.0411 - acc: 0.9840


7/39 [====>.........................]

- ETA: 9s - loss: 0.0392 - acc: 0.9852


8/39 [=====>........................]

- ETA: 9s - loss: 0.0399 - acc: 0.9851


9/39 [=====>........................]

- ETA: 8s - loss: 0.0369 - acc: 0.9859


10/39 [======>.......................]

- ETA: 8s - loss: 0.0339 - acc: 0.9873


11/39 [=======>......................]

- ETA: 8s - loss: 0.0367 - acc: 0.9870


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- ETA: 8s - loss: 0.0359 - acc: 0.9868


13/39 [=========>....................]

- ETA: 8s - loss: 0.0394 - acc: 0.9860


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- ETA: 7s - loss: 0.0373 - acc: 0.9870


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- ETA: 7s - loss: 0.0360 - acc: 0.9868


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- ETA: 7s - loss: 0.0343 - acc: 0.9877


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- ETA: 7s - loss: 0.0351 - acc: 0.9879


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- ETA: 6s - loss: 0.0339 - acc: 0.9886


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- ETA: 6s - loss: 0.0342 - acc: 0.9884


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- ETA: 6s - loss: 0.0351 - acc: 0.9882


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- ETA: 5s - loss: 0.0343 - acc: 0.9884


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- ETA: 5s - loss: 0.0343 - acc: 0.9878


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- ETA: 5s - loss: 0.0342 - acc: 0.9877


24/39 [=================>............]

- ETA: 4s - loss: 0.0340 - acc: 0.9876


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- ETA: 4s - loss: 0.0345 - acc: 0.9874


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- ETA: 4s - loss: 0.0334 - acc: 0.9879


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- ETA: 3s - loss: 0.0336 - acc: 0.9872


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- ETA: 3s - loss: 0.0355 - acc: 0.9868


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- ETA: 3s - loss: 0.0350 - acc: 0.9870


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- ETA: 2s - loss: 0.0354 - acc: 0.9869


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- ETA: 2s - loss: 0.0346 - acc: 0.9873


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- ETA: 2s - loss: 0.0339 - acc: 0.9875


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- ETA: 2s - loss: 0.0339 - acc: 0.9874


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- ETA: 1s - loss: 0.0334 - acc: 0.9875


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- ETA: 1s - loss: 0.0329 - acc: 0.9877


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- ETA: 1s - loss: 0.0327 - acc: 0.9876


37/39 [===========================>..]

- ETA: 0s - loss: 0.0322 - acc: 0.9877


38/39 [============================>.]

- ETA: 0s - loss: 0.0316 - acc: 0.9880

128/878 [===>..........................]

- ETA: 0s - loss: 0.2754 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4098 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4577 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.4591 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.4515 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4581 - acc: 0.9206


878/878 [==============================]

- 1s 646us/sample - loss: 0.4383 - acc: 0.9214



39/39 [==============================]

- 14s 349ms/step - loss: 0.0316 - acc: 0.9881 - val_loss: 0.4359 - val_acc: 0.9214


Epoch 172/200

1/39 [..............................]

- ETA: 5s - loss: 0.0644 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0339 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0358 - acc: 0.9844


4/39 [==>...........................]

- ETA: 8s - loss: 0.0309 - acc: 0.9863


5/39 [==>...........................]

- ETA: 8s - loss: 0.0335 - acc: 0.9859


6/39 [===>..........................]

- ETA: 9s - loss: 0.0303 - acc: 0.9870


7/39 [====>.........................]

- ETA: 9s - loss: 0.0293 - acc: 0.9877


8/39 [=====>........................]

- ETA: 9s - loss: 0.0359 - acc: 0.9883


9/39 [=====>........................]

- ETA: 8s - loss: 0.0323 - acc: 0.9896


10/39 [======>.......................]

- ETA: 8s - loss: 0.0336 - acc: 0.9883


11/39 [=======>......................]

- ETA: 8s - loss: 0.0338 - acc: 0.9879


12/39 [========>.....................]

- ETA: 8s - loss: 0.0332 - acc: 0.9876


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- ETA: 8s - loss: 0.0325 - acc: 0.9880


14/39 [=========>....................]

- ETA: 7s - loss: 0.0309 - acc: 0.9888


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- ETA: 7s - loss: 0.0291 - acc: 0.9896


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- ETA: 7s - loss: 0.0285 - acc: 0.9902


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- ETA: 7s - loss: 0.0304 - acc: 0.9903


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- ETA: 6s - loss: 0.0324 - acc: 0.9896


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- ETA: 6s - loss: 0.0364 - acc: 0.9893


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- ETA: 6s - loss: 0.0353 - acc: 0.9895


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- ETA: 5s - loss: 0.0380 - acc: 0.9892


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- ETA: 5s - loss: 0.0365 - acc: 0.9897


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- ETA: 5s - loss: 0.0363 - acc: 0.9895


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- ETA: 4s - loss: 0.0355 - acc: 0.9896


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- ETA: 4s - loss: 0.0350 - acc: 0.9894


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- ETA: 4s - loss: 0.0367 - acc: 0.9892


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- ETA: 3s - loss: 0.0375 - acc: 0.9884


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- ETA: 3s - loss: 0.0375 - acc: 0.9883


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- ETA: 3s - loss: 0.0366 - acc: 0.9884


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- ETA: 2s - loss: 0.0358 - acc: 0.9885


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- ETA: 2s - loss: 0.0388 - acc: 0.9879


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- ETA: 2s - loss: 0.0395 - acc: 0.9873


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- ETA: 1s - loss: 0.0387 - acc: 0.9877


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- ETA: 1s - loss: 0.0401 - acc: 0.9874


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- ETA: 1s - loss: 0.0401 - acc: 0.9873


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- ETA: 1s - loss: 0.0399 - acc: 0.9872


37/39 [===========================>..]

- ETA: 0s - loss: 0.0400 - acc: 0.9871


38/39 [============================>.]

- ETA: 0s - loss: 0.0392 - acc: 0.9874

128/878 [===>..........................]

- ETA: 0s - loss: 0.2032 - acc: 0.9609


256/878 [=======>......................]

- ETA: 0s - loss: 0.4125 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4799 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5566 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.5139 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4894 - acc: 0.9141


878/878 [==============================]

- 1s 757us/sample - loss: 0.4554 - acc: 0.9180



39/39 [==============================]

- 15s 379ms/step - loss: 0.0388 - acc: 0.9873 - val_loss: 0.4513 - val_acc: 0.9180


Epoch 173/200

1/39 [..............................]

- ETA: 5s - loss: 0.0641 - acc: 0.9922


2/39 [>.............................]

- ETA: 11s - loss: 0.0783 - acc: 0.9922


3/39 [=>............................]

- ETA: 12s - loss: 0.0545 - acc: 0.9948


4/39 [==>...........................]

- ETA: 12s - loss: 0.0519 - acc: 0.9922


5/39 [==>...........................]

- ETA: 12s - loss: 0.0556 - acc: 0.9906


6/39 [===>..........................]

- ETA: 11s - loss: 0.0506 - acc: 0.9909


7/39 [====>.........................]

- ETA: 11s - loss: 0.0622 - acc: 0.9877


8/39 [=====>........................]

- ETA: 11s - loss: 0.0614 - acc: 0.9863


9/39 [=====>........................]

- ETA: 10s - loss: 0.0576 - acc: 0.9861


10/39 [======>.......................]

- ETA: 10s - loss: 0.0548 - acc: 0.9867


11/39 [=======>......................]

- ETA: 10s - loss: 0.0576 - acc: 0.9851


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- ETA: 9s - loss: 0.0556 - acc: 0.9857


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- ETA: 9s - loss: 0.0518 - acc: 0.9868


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- ETA: 9s - loss: 0.0489 - acc: 0.9877


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- ETA: 8s - loss: 0.0467 - acc: 0.9880


16/39 [===========>..................]

- ETA: 8s - loss: 0.0448 - acc: 0.9888


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- ETA: 7s - loss: 0.0433 - acc: 0.9885


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- ETA: 7s - loss: 0.0422 - acc: 0.9887


19/39 [=============>................]

- ETA: 7s - loss: 0.0439 - acc: 0.9881


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- ETA: 6s - loss: 0.0421 - acc: 0.9887


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- ETA: 6s - loss: 0.0404 - acc: 0.9892


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- ETA: 6s - loss: 0.0392 - acc: 0.9893


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- ETA: 5s - loss: 0.0378 - acc: 0.9898


24/39 [=================>............]

- ETA: 5s - loss: 0.0394 - acc: 0.9892


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- ETA: 4s - loss: 0.0422 - acc: 0.9881


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- ETA: 4s - loss: 0.0433 - acc: 0.9879


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- ETA: 4s - loss: 0.0418 - acc: 0.9884


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- ETA: 3s - loss: 0.0428 - acc: 0.9882


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- ETA: 3s - loss: 0.0416 - acc: 0.9886


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- ETA: 3s - loss: 0.0427 - acc: 0.9885


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- ETA: 2s - loss: 0.0417 - acc: 0.9889


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- ETA: 2s - loss: 0.0421 - acc: 0.9887


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- ETA: 2s - loss: 0.0431 - acc: 0.9883


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- ETA: 1s - loss: 0.0446 - acc: 0.9871


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- ETA: 1s - loss: 0.0456 - acc: 0.9870


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- ETA: 1s - loss: 0.0448 - acc: 0.9869


37/39 [===========================>..]

- ETA: 0s - loss: 0.0437 - acc: 0.9873


38/39 [============================>.]

- ETA: 0s - loss: 0.0429 - acc: 0.9876

128/878 [===>..........................]

- ETA: 0s - loss: 0.3936 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4501 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4218 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4946 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5014 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.5011 - acc: 0.9115


878/878 [==============================]

- 1s 618us/sample - loss: 0.4862 - acc: 0.9123



39/39 [==============================]

- 15s 374ms/step - loss: 0.0427 - acc: 0.9873 - val_loss: 0.4844 - val_acc: 0.9123


Epoch 174/200

1/39 [..............................]

- ETA: 6s - loss: 0.0098 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0078 - acc: 1.0000


3/39 [=>............................]

- ETA: 6s - loss: 0.0095 - acc: 0.9974


4/39 [==>...........................]

- ETA: 7s - loss: 0.0256 - acc: 0.9941


5/39 [==>...........................]

- ETA: 8s - loss: 0.0283 - acc: 0.9922


6/39 [===>..........................]

- ETA: 8s - loss: 0.0279 - acc: 0.9922


7/39 [====>.........................]

- ETA: 8s - loss: 0.0355 - acc: 0.9900


8/39 [=====>........................]

- ETA: 8s - loss: 0.0442 - acc: 0.9863


9/39 [=====>........................]

- ETA: 8s - loss: 0.0405 - acc: 0.9878


10/39 [======>.......................]

- ETA: 8s - loss: 0.0381 - acc: 0.9891


11/39 [=======>......................]

- ETA: 8s - loss: 0.0368 - acc: 0.9886


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- ETA: 8s - loss: 0.0368 - acc: 0.9889


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- ETA: 8s - loss: 0.0358 - acc: 0.9886


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- ETA: 7s - loss: 0.0347 - acc: 0.9888


15/39 [==========>...................]

- ETA: 7s - loss: 0.0356 - acc: 0.9875


16/39 [===========>..................]

- ETA: 7s - loss: 0.0356 - acc: 0.9868


17/39 [============>.................]

- ETA: 6s - loss: 0.0369 - acc: 0.9871


18/39 [============>.................]

- ETA: 6s - loss: 0.0387 - acc: 0.9869


19/39 [=============>................]

- ETA: 6s - loss: 0.0388 - acc: 0.9867


20/39 [==============>...............]

- ETA: 6s - loss: 0.0382 - acc: 0.9870


21/39 [===============>..............]

- ETA: 5s - loss: 0.0395 - acc: 0.9869


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- ETA: 5s - loss: 0.0381 - acc: 0.9875


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- ETA: 5s - loss: 0.0366 - acc: 0.9880


24/39 [=================>............]

- ETA: 4s - loss: 0.0352 - acc: 0.9885


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- ETA: 4s - loss: 0.0341 - acc: 0.9890


26/39 [===================>..........]

- ETA: 4s - loss: 0.0335 - acc: 0.9891


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- ETA: 3s - loss: 0.0326 - acc: 0.9895


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- ETA: 3s - loss: 0.0328 - acc: 0.9893


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- ETA: 3s - loss: 0.0319 - acc: 0.9897


30/39 [======================>.......]

- ETA: 2s - loss: 0.0312 - acc: 0.9901


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- ETA: 2s - loss: 0.0308 - acc: 0.9901


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- ETA: 2s - loss: 0.0301 - acc: 0.9902


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- ETA: 1s - loss: 0.0302 - acc: 0.9900


34/39 [=========================>....]

- ETA: 1s - loss: 0.0306 - acc: 0.9898


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- ETA: 1s - loss: 0.0316 - acc: 0.9897


36/39 [==========================>...]

- ETA: 0s - loss: 0.0311 - acc: 0.9900


37/39 [===========================>..]

- ETA: 0s - loss: 0.0312 - acc: 0.9898


38/39 [============================>.]

- ETA: 0s - loss: 0.0313 - acc: 0.9897

128/878 [===>..........................]

- ETA: 0s - loss: 0.2861 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3816 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.3948 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.4504 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.4583 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.4784 - acc: 0.9219


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4561 - acc: 0.9237



39/39 [==============================]

- 14s 360ms/step - loss: 0.0312 - acc: 0.9897 - val_loss: 0.4534 - val_acc: 0.9237


Epoch 175/200

1/39 [..............................]

- ETA: 6s - loss: 0.0226 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0154 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0145 - acc: 0.9948


4/39 [==>...........................]

- ETA: 5s - loss: 0.0307 - acc: 0.9941


5/39 [==>...........................]

- ETA: 5s - loss: 0.0263 - acc: 0.9953


6/39 [===>..........................]

- ETA: 6s - loss: 0.0228 - acc: 0.9961


7/39 [====>.........................]

- ETA: 7s - loss: 0.0205 - acc: 0.9967


8/39 [=====>........................]

- ETA: 7s - loss: 0.0214 - acc: 0.9951


9/39 [=====>........................]

- ETA: 7s - loss: 0.0215 - acc: 0.9939


10/39 [======>.......................]

- ETA: 7s - loss: 0.0208 - acc: 0.9937


11/39 [=======>......................]

- ETA: 7s - loss: 0.0217 - acc: 0.9929


12/39 [========>.....................]

- ETA: 7s - loss: 0.0215 - acc: 0.9922


13/39 [=========>....................]

- ETA: 7s - loss: 0.0201 - acc: 0.9928


14/39 [=========>....................]

- ETA: 7s - loss: 0.0202 - acc: 0.9927


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- ETA: 7s - loss: 0.0200 - acc: 0.9932


16/39 [===========>..................]

- ETA: 6s - loss: 0.0205 - acc: 0.9932


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- ETA: 6s - loss: 0.0198 - acc: 0.9936


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- ETA: 6s - loss: 0.0207 - acc: 0.9935


19/39 [=============>................]

- ETA: 6s - loss: 0.0198 - acc: 0.9938


20/39 [==============>...............]

- ETA: 5s - loss: 0.0196 - acc: 0.9941


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- ETA: 5s - loss: 0.0192 - acc: 0.9940


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- ETA: 5s - loss: 0.0201 - acc: 0.9936


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- ETA: 4s - loss: 0.0210 - acc: 0.9932


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- ETA: 4s - loss: 0.0207 - acc: 0.9932


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- ETA: 4s - loss: 0.0202 - acc: 0.9934


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- ETA: 4s - loss: 0.0206 - acc: 0.9928


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- ETA: 3s - loss: 0.0230 - acc: 0.9922


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- ETA: 3s - loss: 0.0223 - acc: 0.9925


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- ETA: 3s - loss: 0.0217 - acc: 0.9927


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- ETA: 2s - loss: 0.0222 - acc: 0.9927


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- ETA: 2s - loss: 0.0223 - acc: 0.9924


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- ETA: 2s - loss: 0.0219 - acc: 0.9927


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- ETA: 1s - loss: 0.0213 - acc: 0.9929


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- ETA: 1s - loss: 0.0220 - acc: 0.9929


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- ETA: 1s - loss: 0.0214 - acc: 0.9931


36/39 [==========================>...]

- ETA: 0s - loss: 0.0212 - acc: 0.9931


37/39 [===========================>..]

- ETA: 0s - loss: 0.0220 - acc: 0.9928


38/39 [============================>.]

- ETA: 0s - loss: 0.0224 - acc: 0.9928

128/878 [===>..........................]

- ETA: 0s - loss: 0.4487 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.5149 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5556 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.6038 - acc: 0.9023


640/878 [====================>.........]

- ETA: 0s - loss: 0.5866 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5673 - acc: 0.9102


878/878 [==============================]

- 1s 650us/sample - loss: 0.5291 - acc: 0.9100



39/39 [==============================]

- 13s 340ms/step - loss: 0.0220 - acc: 0.9930 - val_loss: 0.5244 - val_acc: 0.9100


Epoch 176/200

1/39 [..............................]

- ETA: 5s - loss: 0.0189 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0129 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0097 - acc: 0.9974


4/39 [==>...........................]

- ETA: 8s - loss: 0.0095 - acc: 0.9961


5/39 [==>...........................]

- ETA: 9s - loss: 0.0080 - acc: 0.9969


6/39 [===>..........................]

- ETA: 9s - loss: 0.0150 - acc: 0.9961


7/39 [====>.........................]

- ETA: 9s - loss: 0.0133 - acc: 0.9967


8/39 [=====>........................]

- ETA: 9s - loss: 0.0125 - acc: 0.9961


9/39 [=====>........................]

- ETA: 8s - loss: 0.0123 - acc: 0.9965


10/39 [======>.......................]

- ETA: 8s - loss: 0.0116 - acc: 0.9969


11/39 [=======>......................]

- ETA: 8s - loss: 0.0107 - acc: 0.9972


12/39 [========>.....................]

- ETA: 8s - loss: 0.0135 - acc: 0.9961


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- ETA: 8s - loss: 0.0131 - acc: 0.9964


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- ETA: 7s - loss: 0.0132 - acc: 0.9961


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- ETA: 7s - loss: 0.0134 - acc: 0.9958


16/39 [===========>..................]

- ETA: 7s - loss: 0.0133 - acc: 0.9961


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- ETA: 7s - loss: 0.0141 - acc: 0.9959


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- ETA: 6s - loss: 0.0134 - acc: 0.9961


19/39 [=============>................]

- ETA: 6s - loss: 0.0134 - acc: 0.9959


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- ETA: 6s - loss: 0.0150 - acc: 0.9957


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- ETA: 5s - loss: 0.0162 - acc: 0.9948


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- ETA: 5s - loss: 0.0158 - acc: 0.9950


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- ETA: 5s - loss: 0.0166 - acc: 0.9946


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- ETA: 4s - loss: 0.0162 - acc: 0.9948


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- ETA: 4s - loss: 0.0158 - acc: 0.9947


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- ETA: 4s - loss: 0.0195 - acc: 0.9940


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- ETA: 3s - loss: 0.0194 - acc: 0.9939


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- ETA: 3s - loss: 0.0191 - acc: 0.9938


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- ETA: 3s - loss: 0.0186 - acc: 0.9940


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- ETA: 2s - loss: 0.0184 - acc: 0.9940


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- ETA: 2s - loss: 0.0200 - acc: 0.9937


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- ETA: 2s - loss: 0.0200 - acc: 0.9934


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- ETA: 1s - loss: 0.0196 - acc: 0.9933


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- ETA: 1s - loss: 0.0201 - acc: 0.9931


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- ETA: 1s - loss: 0.0218 - acc: 0.9928


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- ETA: 0s - loss: 0.0213 - acc: 0.9930


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- ETA: 0s - loss: 0.0211 - acc: 0.9930


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- ETA: 0s - loss: 0.0211 - acc: 0.9930

128/878 [===>..........................]

- ETA: 0s - loss: 0.2774 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4162 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.5016 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5561 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5393 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.5343 - acc: 0.9128


878/878 [==============================]

- 1s 653us/sample - loss: 0.4978 - acc: 0.9146



39/39 [==============================]

- 13s 344ms/step - loss: 0.0219 - acc: 0.9928 - val_loss: 0.4933 - val_acc: 0.9146


Epoch 177/200

1/39 [..............................]

- ETA: 5s - loss: 0.0122 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0089 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0068 - acc: 0.9974


4/39 [==>...........................]

- ETA: 8s - loss: 0.0095 - acc: 0.9961


5/39 [==>...........................]

- ETA: 9s - loss: 0.0138 - acc: 0.9937


6/39 [===>..........................]

- ETA: 9s - loss: 0.0185 - acc: 0.9922


7/39 [====>.........................]

- ETA: 9s - loss: 0.0176 - acc: 0.9922


8/39 [=====>........................]

- ETA: 9s - loss: 0.0155 - acc: 0.9932


9/39 [=====>........................]

- ETA: 9s - loss: 0.0153 - acc: 0.9939


10/39 [======>.......................]

- ETA: 9s - loss: 0.0147 - acc: 0.9937


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- ETA: 8s - loss: 0.0136 - acc: 0.9943


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- ETA: 8s - loss: 0.0150 - acc: 0.9941


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- ETA: 8s - loss: 0.0141 - acc: 0.9946


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- ETA: 7s - loss: 0.0132 - acc: 0.9950


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- ETA: 7s - loss: 0.0131 - acc: 0.9948


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- ETA: 7s - loss: 0.0139 - acc: 0.9946


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- ETA: 7s - loss: 0.0151 - acc: 0.9940


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- ETA: 6s - loss: 0.0164 - acc: 0.9935


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- ETA: 6s - loss: 0.0164 - acc: 0.9934


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- ETA: 6s - loss: 0.0158 - acc: 0.9937


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- ETA: 5s - loss: 0.0155 - acc: 0.9940


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- ETA: 5s - loss: 0.0158 - acc: 0.9936


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- ETA: 5s - loss: 0.0166 - acc: 0.9932


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- ETA: 4s - loss: 0.0166 - acc: 0.9931


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- ETA: 4s - loss: 0.0166 - acc: 0.9931


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- ETA: 4s - loss: 0.0161 - acc: 0.9934


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- ETA: 4s - loss: 0.0158 - acc: 0.9936


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- ETA: 3s - loss: 0.0187 - acc: 0.9933


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- ETA: 3s - loss: 0.0191 - acc: 0.9930


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- ETA: 3s - loss: 0.0196 - acc: 0.9927


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- ETA: 2s - loss: 0.0208 - acc: 0.9924


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- ETA: 2s - loss: 0.0213 - acc: 0.9922


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- ETA: 2s - loss: 0.0215 - acc: 0.9922


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- ETA: 1s - loss: 0.0213 - acc: 0.9922


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- ETA: 1s - loss: 0.0208 - acc: 0.9924


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- ETA: 1s - loss: 0.0204 - acc: 0.9926


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- ETA: 0s - loss: 0.0202 - acc: 0.9926


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- ETA: 0s - loss: 0.0209 - acc: 0.9926

128/878 [===>..........................]

- ETA: 0s - loss: 0.3437 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4768 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5034 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.5397 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5417 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.5408 - acc: 0.9128


878/878 [==============================]

- 1s 607us/sample - loss: 0.5202 - acc: 0.9146



39/39 [==============================]

- 14s 353ms/step - loss: 0.0206 - acc: 0.9928 - val_loss: 0.5176 - val_acc: 0.9146


Epoch 178/200

1/39 [..............................]

- ETA: 5s - loss: 0.0793 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0488 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0445 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0368 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0435 - acc: 0.9875


6/39 [===>..........................]

- ETA: 9s - loss: 0.0602 - acc: 0.9857


7/39 [====>.........................]

- ETA: 8s - loss: 0.0524 - acc: 0.9875


8/39 [=====>........................]

- ETA: 8s - loss: 0.0464 - acc: 0.9891


9/39 [=====>........................]

- ETA: 8s - loss: 0.0438 - acc: 0.9885


10/39 [======>.......................]

- ETA: 8s - loss: 0.0423 - acc: 0.9889


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- ETA: 8s - loss: 0.0443 - acc: 0.9870


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- ETA: 8s - loss: 0.0440 - acc: 0.9862


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- ETA: 7s - loss: 0.0429 - acc: 0.9860


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- ETA: 7s - loss: 0.0400 - acc: 0.9870


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- ETA: 7s - loss: 0.0425 - acc: 0.9863


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- ETA: 7s - loss: 0.0400 - acc: 0.9872


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- ETA: 6s - loss: 0.0403 - acc: 0.9875


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- ETA: 6s - loss: 0.0384 - acc: 0.9882


19/39 [=============>................]

- ETA: 6s - loss: 0.0386 - acc: 0.9876


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- ETA: 6s - loss: 0.0406 - acc: 0.9870


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- ETA: 5s - loss: 0.0398 - acc: 0.9873


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- ETA: 5s - loss: 0.0395 - acc: 0.9875


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- ETA: 5s - loss: 0.0384 - acc: 0.9877


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- ETA: 4s - loss: 0.0383 - acc: 0.9879


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- ETA: 4s - loss: 0.0372 - acc: 0.9884


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- ETA: 4s - loss: 0.0362 - acc: 0.9888


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- ETA: 3s - loss: 0.0362 - acc: 0.9887


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- ETA: 3s - loss: 0.0360 - acc: 0.9885


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- ETA: 3s - loss: 0.0358 - acc: 0.9884


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- ETA: 2s - loss: 0.0349 - acc: 0.9887


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- ETA: 2s - loss: 0.0344 - acc: 0.9889


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- ETA: 2s - loss: 0.0348 - acc: 0.9885


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- ETA: 1s - loss: 0.0341 - acc: 0.9888


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- ETA: 1s - loss: 0.0348 - acc: 0.9885


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- ETA: 1s - loss: 0.0346 - acc: 0.9886


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- ETA: 0s - loss: 0.0346 - acc: 0.9887


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- ETA: 0s - loss: 0.0349 - acc: 0.9886


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- ETA: 0s - loss: 0.0355 - acc: 0.9882

128/878 [===>..........................]

- ETA: 0s - loss: 0.2625 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4089 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4558 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5370 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5129 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.5025 - acc: 0.9167


878/878 [==============================]

- 1s 624us/sample - loss: 0.4718 - acc: 0.9180



39/39 [==============================]

- 13s 342ms/step - loss: 0.0347 - acc: 0.9885 - val_loss: 0.4681 - val_acc: 0.9180


Epoch 179/200

1/39 [..............................]

- ETA: 6s - loss: 0.0349 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0317 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0312 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0510 - acc: 0.9844


5/39 [==>...........................]

- ETA: 8s - loss: 0.0529 - acc: 0.9812


6/39 [===>..........................]

- ETA: 9s - loss: 0.0513 - acc: 0.9818


7/39 [====>.........................]

- ETA: 9s - loss: 0.0460 - acc: 0.9844


8/39 [=====>........................]

- ETA: 9s - loss: 0.0493 - acc: 0.9844


9/39 [=====>........................]

- ETA: 8s - loss: 0.0495 - acc: 0.9852


10/39 [======>.......................]

- ETA: 8s - loss: 0.0512 - acc: 0.9844


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- ETA: 8s - loss: 0.0481 - acc: 0.9844


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- ETA: 8s - loss: 0.0490 - acc: 0.9837


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- ETA: 8s - loss: 0.0456 - acc: 0.9850


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- ETA: 7s - loss: 0.0446 - acc: 0.9849


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- ETA: 7s - loss: 0.0445 - acc: 0.9844


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- ETA: 7s - loss: 0.0431 - acc: 0.9849


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- ETA: 7s - loss: 0.0424 - acc: 0.9844


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- ETA: 6s - loss: 0.0425 - acc: 0.9844


19/39 [=============>................]

- ETA: 6s - loss: 0.0406 - acc: 0.9852


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- ETA: 6s - loss: 0.0406 - acc: 0.9855


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- ETA: 5s - loss: 0.0391 - acc: 0.9862


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- ETA: 5s - loss: 0.0413 - acc: 0.9851


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- ETA: 5s - loss: 0.0427 - acc: 0.9851


24/39 [=================>............]

- ETA: 4s - loss: 0.0411 - acc: 0.9857


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- ETA: 4s - loss: 0.0408 - acc: 0.9859


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- ETA: 4s - loss: 0.0409 - acc: 0.9853


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- ETA: 3s - loss: 0.0440 - acc: 0.9838


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- ETA: 3s - loss: 0.0433 - acc: 0.9841


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- ETA: 3s - loss: 0.0428 - acc: 0.9840


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- ETA: 2s - loss: 0.0415 - acc: 0.9846


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- ETA: 2s - loss: 0.0418 - acc: 0.9846


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- ETA: 2s - loss: 0.0417 - acc: 0.9845


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- ETA: 1s - loss: 0.0409 - acc: 0.9850


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- ETA: 1s - loss: 0.0422 - acc: 0.9850


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- ETA: 1s - loss: 0.0435 - acc: 0.9843


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- ETA: 0s - loss: 0.0437 - acc: 0.9845


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- ETA: 0s - loss: 0.0435 - acc: 0.9845


38/39 [============================>.]

- ETA: 0s - loss: 0.0426 - acc: 0.9849

128/878 [===>..........................]

- ETA: 0s - loss: 0.2553 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4463 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.5134 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.5828 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.5564 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.5514 - acc: 0.9102


878/878 [==============================]

- 1s 645us/sample - loss: 0.5280 - acc: 0.9123



39/39 [==============================]

- 14s 347ms/step - loss: 0.0419 - acc: 0.9851 - val_loss: 0.5251 - val_acc: 0.9123


Epoch 180/200

1/39 [..............................]

- ETA: 5s - loss: 0.0073 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0248 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0236 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0479 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0406 - acc: 0.9891


6/39 [===>..........................]

- ETA: 9s - loss: 0.0358 - acc: 0.9909


7/39 [====>.........................]

- ETA: 9s - loss: 0.0355 - acc: 0.9900


8/39 [=====>........................]

- ETA: 9s - loss: 0.0317 - acc: 0.9912


9/39 [=====>........................]

- ETA: 9s - loss: 0.0292 - acc: 0.9922


10/39 [======>.......................]

- ETA: 9s - loss: 0.0285 - acc: 0.9914


11/39 [=======>......................]

- ETA: 8s - loss: 0.0275 - acc: 0.9915


12/39 [========>.....................]

- ETA: 8s - loss: 0.0367 - acc: 0.9883


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- ETA: 8s - loss: 0.0355 - acc: 0.9880


14/39 [=========>....................]

- ETA: 7s - loss: 0.0363 - acc: 0.9882


15/39 [==========>...................]

- ETA: 7s - loss: 0.0343 - acc: 0.9890


16/39 [===========>..................]

- ETA: 7s - loss: 0.0345 - acc: 0.9887


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- ETA: 7s - loss: 0.0327 - acc: 0.9893


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- ETA: 6s - loss: 0.0313 - acc: 0.9899


19/39 [=============>................]

- ETA: 6s - loss: 0.0297 - acc: 0.9905


20/39 [==============>...............]

- ETA: 6s - loss: 0.0308 - acc: 0.9898


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- ETA: 5s - loss: 0.0332 - acc: 0.9891


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- ETA: 5s - loss: 0.0319 - acc: 0.9896


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- ETA: 5s - loss: 0.0315 - acc: 0.9894


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- ETA: 4s - loss: 0.0353 - acc: 0.9889


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- ETA: 4s - loss: 0.0357 - acc: 0.9887


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- ETA: 4s - loss: 0.0351 - acc: 0.9888


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- ETA: 3s - loss: 0.0368 - acc: 0.9884


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- ETA: 3s - loss: 0.0362 - acc: 0.9888


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- ETA: 3s - loss: 0.0358 - acc: 0.9889


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- ETA: 2s - loss: 0.0360 - acc: 0.9887


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- ETA: 2s - loss: 0.0357 - acc: 0.9886


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- ETA: 2s - loss: 0.0371 - acc: 0.9880


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- ETA: 1s - loss: 0.0374 - acc: 0.9879


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- ETA: 1s - loss: 0.0378 - acc: 0.9878


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- ETA: 1s - loss: 0.0373 - acc: 0.9879


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- ETA: 0s - loss: 0.0373 - acc: 0.9880


37/39 [===========================>..]

- ETA: 0s - loss: 0.0378 - acc: 0.9877


38/39 [============================>.]

- ETA: 0s - loss: 0.0401 - acc: 0.9874

128/878 [===>..........................]

- ETA: 0s - loss: 0.2280 - acc: 0.9609


256/878 [=======>......................]

- ETA: 0s - loss: 0.3889 - acc: 0.9375


384/878 [============>.................]

- ETA: 0s - loss: 0.4854 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.5299 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.5218 - acc: 0.9203


768/878 [=========================>....]

- ETA: 0s - loss: 0.5071 - acc: 0.9219


878/878 [==============================]

- 1s 678us/sample - loss: 0.4871 - acc: 0.9237



39/39 [==============================]

- 14s 349ms/step - loss: 0.0404 - acc: 0.9871 - val_loss: 0.4846 - val_acc: 0.9237


Epoch 181/200

1/39 [..............................]

- ETA: 5s - loss: 0.0086 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0075 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0184 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0264 - acc: 0.9863


5/39 [==>...........................]

- ETA: 9s - loss: 0.0223 - acc: 0.9891


6/39 [===>..........................]

- ETA: 9s - loss: 0.0190 - acc: 0.9909


7/39 [====>.........................]

- ETA: 9s - loss: 0.0539 - acc: 0.9888


8/39 [=====>........................]

- ETA: 9s - loss: 0.0513 - acc: 0.9893


9/39 [=====>........................]

- ETA: 9s - loss: 0.0506 - acc: 0.9887


10/39 [======>.......................]

- ETA: 9s - loss: 0.0501 - acc: 0.9883


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- ETA: 8s - loss: 0.0497 - acc: 0.9886


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- ETA: 8s - loss: 0.0486 - acc: 0.9883


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- ETA: 8s - loss: 0.0454 - acc: 0.9892


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- ETA: 8s - loss: 0.0488 - acc: 0.9883


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- ETA: 7s - loss: 0.0463 - acc: 0.9891


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- ETA: 7s - loss: 0.0447 - acc: 0.9893


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- ETA: 7s - loss: 0.0446 - acc: 0.9894


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- ETA: 7s - loss: 0.0458 - acc: 0.9874


19/39 [=============>................]

- ETA: 6s - loss: 0.0477 - acc: 0.9864


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- ETA: 6s - loss: 0.0468 - acc: 0.9867


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- ETA: 6s - loss: 0.0458 - acc: 0.9866


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- ETA: 5s - loss: 0.0445 - acc: 0.9869


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- ETA: 5s - loss: 0.0428 - acc: 0.9874


24/39 [=================>............]

- ETA: 5s - loss: 0.0413 - acc: 0.9879


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- ETA: 4s - loss: 0.0403 - acc: 0.9881


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- ETA: 4s - loss: 0.0391 - acc: 0.9885


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- ETA: 4s - loss: 0.0434 - acc: 0.9875


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- ETA: 3s - loss: 0.0429 - acc: 0.9874


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- ETA: 3s - loss: 0.0435 - acc: 0.9873


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- ETA: 3s - loss: 0.0426 - acc: 0.9874


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- ETA: 2s - loss: 0.0415 - acc: 0.9878


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- ETA: 2s - loss: 0.0412 - acc: 0.9880


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- ETA: 2s - loss: 0.0425 - acc: 0.9874


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- ETA: 1s - loss: 0.0413 - acc: 0.9878


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- ETA: 1s - loss: 0.0410 - acc: 0.9879


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- ETA: 1s - loss: 0.0405 - acc: 0.9878


37/39 [===========================>..]

- ETA: 0s - loss: 0.0400 - acc: 0.9879


38/39 [============================>.]

- ETA: 0s - loss: 0.0404 - acc: 0.9878

128/878 [===>..........................]

- ETA: 0s - loss: 0.2542 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4176 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.5031 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5333 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.4924 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.4687 - acc: 0.9115


878/878 [==============================]

- 1s 645us/sample - loss: 0.4403 - acc: 0.9123



39/39 [==============================]

- 14s 362ms/step - loss: 0.0409 - acc: 0.9877 - val_loss: 0.4368 - val_acc: 0.9123


Epoch 182/200

1/39 [..............................]

- ETA: 5s - loss: 0.0050 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0052 - acc: 1.0000


3/39 [=>............................]

- ETA: 7s - loss: 0.0066 - acc: 1.0000


4/39 [==>...........................]

- ETA: 8s - loss: 0.0137 - acc: 0.9961


5/39 [==>...........................]

- ETA: 8s - loss: 0.0180 - acc: 0.9937


6/39 [===>..........................]

- ETA: 9s - loss: 0.0179 - acc: 0.9948


7/39 [====>.........................]

- ETA: 9s - loss: 0.0159 - acc: 0.9955


8/39 [=====>........................]

- ETA: 9s - loss: 0.0157 - acc: 0.9951


9/39 [=====>........................]

- ETA: 8s - loss: 0.0172 - acc: 0.9947


10/39 [======>.......................]

- ETA: 8s - loss: 0.0175 - acc: 0.9944


11/39 [=======>......................]

- ETA: 8s - loss: 0.0238 - acc: 0.9928


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- ETA: 8s - loss: 0.0223 - acc: 0.9934


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- ETA: 7s - loss: 0.0211 - acc: 0.9939


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- ETA: 7s - loss: 0.0201 - acc: 0.9944


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- ETA: 7s - loss: 0.0201 - acc: 0.9942


16/39 [===========>..................]

- ETA: 7s - loss: 0.0204 - acc: 0.9941


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- ETA: 6s - loss: 0.0195 - acc: 0.9944


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- ETA: 6s - loss: 0.0200 - acc: 0.9939


19/39 [=============>................]

- ETA: 6s - loss: 0.0210 - acc: 0.9934


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- ETA: 6s - loss: 0.0204 - acc: 0.9937


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- ETA: 5s - loss: 0.0197 - acc: 0.9940


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- ETA: 5s - loss: 0.0191 - acc: 0.9943


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- ETA: 5s - loss: 0.0186 - acc: 0.9945


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- ETA: 4s - loss: 0.0186 - acc: 0.9944


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- ETA: 4s - loss: 0.0188 - acc: 0.9943


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- ETA: 4s - loss: 0.0188 - acc: 0.9943


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- ETA: 3s - loss: 0.0191 - acc: 0.9942


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- ETA: 3s - loss: 0.0202 - acc: 0.9933


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- ETA: 3s - loss: 0.0200 - acc: 0.9932


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- ETA: 2s - loss: 0.0194 - acc: 0.9935


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- ETA: 2s - loss: 0.0195 - acc: 0.9934


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- ETA: 2s - loss: 0.0200 - acc: 0.9934


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- ETA: 1s - loss: 0.0213 - acc: 0.9929


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- ETA: 1s - loss: 0.0213 - acc: 0.9928


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- ETA: 1s - loss: 0.0209 - acc: 0.9931


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- ETA: 0s - loss: 0.0206 - acc: 0.9932


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- ETA: 0s - loss: 0.0204 - acc: 0.9932


38/39 [============================>.]

- ETA: 0s - loss: 0.0228 - acc: 0.9926

128/878 [===>..........................]

- ETA: 0s - loss: 0.2836 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.4728 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.5334 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.5990 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5660 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.5593 - acc: 0.9180


878/878 [==============================]

- 1s 633us/sample - loss: 0.5199 - acc: 0.9214



39/39 [==============================]

- 14s 347ms/step - loss: 0.0232 - acc: 0.9926 - val_loss: 0.5151 - val_acc: 0.9214


Epoch 183/200

1/39 [..............................]

- ETA: 5s - loss: 0.0063 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0108 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0150 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0171 - acc: 0.9941


5/39 [==>...........................]

- ETA: 9s - loss: 0.0208 - acc: 0.9937


6/39 [===>..........................]

- ETA: 9s - loss: 0.0180 - acc: 0.9948


7/39 [====>.........................]

- ETA: 9s - loss: 0.0157 - acc: 0.9955


8/39 [=====>........................]

- ETA: 9s - loss: 0.0195 - acc: 0.9932


9/39 [=====>........................]

- ETA: 9s - loss: 0.0188 - acc: 0.9931


10/39 [======>.......................]

- ETA: 8s - loss: 0.0197 - acc: 0.9930


11/39 [=======>......................]

- ETA: 8s - loss: 0.0189 - acc: 0.9936


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- ETA: 8s - loss: 0.0188 - acc: 0.9941


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- ETA: 8s - loss: 0.0218 - acc: 0.9928


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- ETA: 7s - loss: 0.0216 - acc: 0.9927


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- ETA: 7s - loss: 0.0231 - acc: 0.9922


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- ETA: 7s - loss: 0.0224 - acc: 0.9927


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- ETA: 7s - loss: 0.0216 - acc: 0.9931


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- ETA: 6s - loss: 0.0223 - acc: 0.9931


19/39 [=============>................]

- ETA: 6s - loss: 0.0213 - acc: 0.9934


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- ETA: 6s - loss: 0.0204 - acc: 0.9937


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- ETA: 5s - loss: 0.0220 - acc: 0.9933


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- ETA: 5s - loss: 0.0216 - acc: 0.9933


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- ETA: 5s - loss: 0.0245 - acc: 0.9932


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- ETA: 4s - loss: 0.0236 - acc: 0.9935


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- ETA: 4s - loss: 0.0233 - acc: 0.9937


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- ETA: 4s - loss: 0.0246 - acc: 0.9931


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- ETA: 3s - loss: 0.0238 - acc: 0.9933


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- ETA: 3s - loss: 0.0231 - acc: 0.9936


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- ETA: 3s - loss: 0.0234 - acc: 0.9930


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- ETA: 2s - loss: 0.0230 - acc: 0.9929


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- ETA: 2s - loss: 0.0227 - acc: 0.9929


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- ETA: 2s - loss: 0.0226 - acc: 0.9929


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- ETA: 1s - loss: 0.0229 - acc: 0.9929


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- ETA: 1s - loss: 0.0229 - acc: 0.9926


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- ETA: 1s - loss: 0.0228 - acc: 0.9924


36/39 [==========================>...]

- ETA: 0s - loss: 0.0229 - acc: 0.9924


37/39 [===========================>..]

- ETA: 0s - loss: 0.0231 - acc: 0.9924


38/39 [============================>.]

- ETA: 0s - loss: 0.0236 - acc: 0.9920

128/878 [===>..........................]

- ETA: 0s - loss: 0.3227 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4725 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.5362 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5863 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.5486 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.5283 - acc: 0.9193


878/878 [==============================]

- 1s 629us/sample - loss: 0.4913 - acc: 0.9214



39/39 [==============================]

- 14s 348ms/step - loss: 0.0230 - acc: 0.9922 - val_loss: 0.4868 - val_acc: 0.9214


Epoch 184/200

1/39 [..............................]

- ETA: 5s - loss: 0.0327 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0181 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0178 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0266 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0272 - acc: 0.9922


6/39 [===>..........................]

- ETA: 8s - loss: 0.0233 - acc: 0.9935


7/39 [====>.........................]

- ETA: 8s - loss: 0.0216 - acc: 0.9944


8/39 [=====>........................]

- ETA: 8s - loss: 0.0209 - acc: 0.9941


9/39 [=====>........................]

- ETA: 8s - loss: 0.0195 - acc: 0.9948


10/39 [======>.......................]

- ETA: 8s - loss: 0.0180 - acc: 0.9953


11/39 [=======>......................]

- ETA: 8s - loss: 0.0165 - acc: 0.9957


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- ETA: 8s - loss: 0.0154 - acc: 0.9960


13/39 [=========>....................]

- ETA: 7s - loss: 0.0145 - acc: 0.9964


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- ETA: 7s - loss: 0.0136 - acc: 0.9966


15/39 [==========>...................]

- ETA: 7s - loss: 0.0130 - acc: 0.9968


16/39 [===========>..................]

- ETA: 7s - loss: 0.0132 - acc: 0.9966


17/39 [============>.................]

- ETA: 6s - loss: 0.0143 - acc: 0.9958


18/39 [============>.................]

- ETA: 6s - loss: 0.0138 - acc: 0.9961


19/39 [=============>................]

- ETA: 6s - loss: 0.0152 - acc: 0.9959


20/39 [==============>...............]

- ETA: 5s - loss: 0.0146 - acc: 0.9961


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- ETA: 5s - loss: 0.0144 - acc: 0.9959


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- ETA: 5s - loss: 0.0138 - acc: 0.9961


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- ETA: 5s - loss: 0.0138 - acc: 0.9959


24/39 [=================>............]

- ETA: 4s - loss: 0.0145 - acc: 0.9957


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- ETA: 4s - loss: 0.0139 - acc: 0.9959


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- ETA: 4s - loss: 0.0137 - acc: 0.9958


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- ETA: 3s - loss: 0.0143 - acc: 0.9956


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- ETA: 3s - loss: 0.0142 - acc: 0.9955


29/39 [=====================>........]

- ETA: 3s - loss: 0.0163 - acc: 0.9949


30/39 [======================>.......]

- ETA: 2s - loss: 0.0167 - acc: 0.9945


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- ETA: 2s - loss: 0.0166 - acc: 0.9944


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- ETA: 2s - loss: 0.0162 - acc: 0.9946


33/39 [========================>.....]

- ETA: 1s - loss: 0.0161 - acc: 0.9945


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- ETA: 1s - loss: 0.0164 - acc: 0.9942


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- ETA: 1s - loss: 0.0161 - acc: 0.9944


36/39 [==========================>...]

- ETA: 0s - loss: 0.0162 - acc: 0.9946


37/39 [===========================>..]

- ETA: 0s - loss: 0.0167 - acc: 0.9939


38/39 [============================>.]

- ETA: 0s - loss: 0.0176 - acc: 0.9936

128/878 [===>..........................]

- ETA: 0s - loss: 0.2802 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4275 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4531 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5420 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.5185 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5572 - acc: 0.9102


878/878 [==============================]

- 1s 611us/sample - loss: 0.5163 - acc: 0.9146



39/39 [==============================]

- 13s 339ms/step - loss: 0.0181 - acc: 0.9934 - val_loss: 0.5113 - val_acc: 0.9146


Epoch 185/200

1/39 [..............................]

- ETA: 14s - loss: 0.0046 - acc: 1.0000


2/39 [>.............................]

- ETA: 12s - loss: 0.0115 - acc: 0.9961


3/39 [=>............................]

- ETA: 10s - loss: 0.0114 - acc: 0.9974


4/39 [==>...........................]

- ETA: 9s - loss: 0.0156 - acc: 0.9961


5/39 [==>...........................]

- ETA: 9s - loss: 0.0225 - acc: 0.9937


6/39 [===>..........................]

- ETA: 9s - loss: 0.0342 - acc: 0.9896


7/39 [====>.........................]

- ETA: 9s - loss: 0.0315 - acc: 0.9900


8/39 [=====>........................]

- ETA: 9s - loss: 0.0290 - acc: 0.9912


9/39 [=====>........................]

- ETA: 9s - loss: 0.0262 - acc: 0.9922


10/39 [======>.......................]

- ETA: 8s - loss: 0.0267 - acc: 0.9914


11/39 [=======>......................]

- ETA: 8s - loss: 0.0245 - acc: 0.9922


12/39 [========>.....................]

- ETA: 8s - loss: 0.0231 - acc: 0.9928


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- ETA: 8s - loss: 0.0225 - acc: 0.9928


14/39 [=========>....................]

- ETA: 8s - loss: 0.0212 - acc: 0.9933


15/39 [==========>...................]

- ETA: 7s - loss: 0.0213 - acc: 0.9932


16/39 [===========>..................]

- ETA: 7s - loss: 0.0204 - acc: 0.9936


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- ETA: 7s - loss: 0.0222 - acc: 0.9921


18/39 [============>.................]

- ETA: 6s - loss: 0.0229 - acc: 0.9917


19/39 [=============>................]

- ETA: 6s - loss: 0.0217 - acc: 0.9921


20/39 [==============>...............]

- ETA: 6s - loss: 0.0210 - acc: 0.9925


21/39 [===============>..............]

- ETA: 6s - loss: 0.0208 - acc: 0.9921


22/39 [===============>..............]

- ETA: 5s - loss: 0.0200 - acc: 0.9925


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- ETA: 5s - loss: 0.0193 - acc: 0.9928


24/39 [=================>............]

- ETA: 5s - loss: 0.0201 - acc: 0.9921


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- ETA: 4s - loss: 0.0199 - acc: 0.9925


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- ETA: 4s - loss: 0.0196 - acc: 0.9924


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- ETA: 4s - loss: 0.0211 - acc: 0.9921


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- ETA: 3s - loss: 0.0211 - acc: 0.9921


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- ETA: 3s - loss: 0.0210 - acc: 0.9921


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- ETA: 3s - loss: 0.0227 - acc: 0.9914


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- ETA: 2s - loss: 0.0221 - acc: 0.9916


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- ETA: 2s - loss: 0.0233 - acc: 0.9912


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- ETA: 2s - loss: 0.0229 - acc: 0.9912


34/39 [=========================>....]

- ETA: 1s - loss: 0.0229 - acc: 0.9912


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- ETA: 1s - loss: 0.0227 - acc: 0.9915


36/39 [==========================>...]

- ETA: 1s - loss: 0.0234 - acc: 0.9913


37/39 [===========================>..]

- ETA: 0s - loss: 0.0243 - acc: 0.9911


38/39 [============================>.]

- ETA: 0s - loss: 0.0243 - acc: 0.9913

128/878 [===>..........................]

- ETA: 0s - loss: 0.2953 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3989 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4490 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5367 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5043 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.4995 - acc: 0.9193


878/878 [==============================]

- 1s 625us/sample - loss: 0.4717 - acc: 0.9191



39/39 [==============================]

- 14s 365ms/step - loss: 0.0246 - acc: 0.9914 - val_loss: 0.4683 - val_acc: 0.9191


Epoch 186/200

1/39 [..............................]

- ETA: 19s - loss: 0.0408 - acc: 0.9688


2/39 [>.............................]

- ETA: 15s - loss: 0.0230 - acc: 0.9831


3/39 [=>............................]

- ETA: 12s - loss: 0.0302 - acc: 0.9836


4/39 [==>...........................]

- ETA: 10s - loss: 0.0427 - acc: 0.9817


5/39 [==>...........................]

- ETA: 9s - loss: 0.0395 - acc: 0.9839


6/39 [===>..........................]

- ETA: 8s - loss: 0.0402 - acc: 0.9853


7/39 [====>.........................]

- ETA: 8s - loss: 0.0426 - acc: 0.9840


8/39 [=====>........................]

- ETA: 8s - loss: 0.0547 - acc: 0.9811


9/39 [=====>........................]

- ETA: 8s - loss: 0.0569 - acc: 0.9788


10/39 [======>.......................]

- ETA: 8s - loss: 0.0528 - acc: 0.9802


11/39 [=======>......................]

- ETA: 8s - loss: 0.0499 - acc: 0.9813


12/39 [========>.....................]

- ETA: 8s - loss: 0.0465 - acc: 0.9829


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- ETA: 7s - loss: 0.0572 - acc: 0.9787


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- ETA: 7s - loss: 0.0542 - acc: 0.9797


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- ETA: 7s - loss: 0.0572 - acc: 0.9790


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- ETA: 7s - loss: 0.0592 - acc: 0.9788


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- ETA: 6s - loss: 0.0560 - acc: 0.9801


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- ETA: 6s - loss: 0.0547 - acc: 0.9807


19/39 [=============>................]

- ETA: 6s - loss: 0.0588 - acc: 0.9797


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- ETA: 6s - loss: 0.0580 - acc: 0.9803


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- ETA: 5s - loss: 0.0604 - acc: 0.9801


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- ETA: 5s - loss: 0.0601 - acc: 0.9800


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- ETA: 5s - loss: 0.0588 - acc: 0.9805


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- ETA: 4s - loss: 0.0583 - acc: 0.9810


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- ETA: 4s - loss: 0.0572 - acc: 0.9815


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- ETA: 4s - loss: 0.0557 - acc: 0.9816


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- ETA: 3s - loss: 0.0560 - acc: 0.9820


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- ETA: 3s - loss: 0.0559 - acc: 0.9815


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- ETA: 3s - loss: 0.0546 - acc: 0.9821


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- ETA: 2s - loss: 0.0542 - acc: 0.9822


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- ETA: 2s - loss: 0.0549 - acc: 0.9818


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- ETA: 2s - loss: 0.0538 - acc: 0.9821


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- ETA: 1s - loss: 0.0534 - acc: 0.9824


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- ETA: 1s - loss: 0.0522 - acc: 0.9829


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- ETA: 1s - loss: 0.0513 - acc: 0.9832


36/39 [==========================>...]

- ETA: 0s - loss: 0.0504 - acc: 0.9834


37/39 [===========================>..]

- ETA: 0s - loss: 0.0499 - acc: 0.9833


38/39 [============================>.]

- ETA: 0s - loss: 0.0498 - acc: 0.9829

128/878 [===>..........................]

- ETA: 0s - loss: 0.3328 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4297 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4770 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.5467 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.5088 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.5034 - acc: 0.9167


878/878 [==============================]

- 1s 650us/sample - loss: 0.4734 - acc: 0.9180



39/39 [==============================]

- 13s 343ms/step - loss: 0.0487 - acc: 0.9833 - val_loss: 0.4697 - val_acc: 0.9180


Epoch 187/200

1/39 [..............................]

- ETA: 5s - loss: 0.0132 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0136 - acc: 0.9916


3/39 [=>............................]

- ETA: 6s - loss: 0.0099 - acc: 0.9945


4/39 [==>...........................]

- ETA: 8s - loss: 0.0290 - acc: 0.9919


5/39 [==>...........................]

- ETA: 8s - loss: 0.0351 - acc: 0.9887


6/39 [===>..........................]

- ETA: 9s - loss: 0.0315 - acc: 0.9893


7/39 [====>.........................]

- ETA: 9s - loss: 0.0331 - acc: 0.9875


8/39 [=====>........................]

- ETA: 9s - loss: 0.0296 - acc: 0.9891


9/39 [=====>........................]

- ETA: 9s - loss: 0.0268 - acc: 0.9903


10/39 [======>.......................]

- ETA: 9s - loss: 0.0256 - acc: 0.9913


11/39 [=======>......................]

- ETA: 8s - loss: 0.0286 - acc: 0.9899


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- ETA: 8s - loss: 0.0272 - acc: 0.9908


13/39 [=========>....................]

- ETA: 8s - loss: 0.0255 - acc: 0.9915


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- ETA: 8s - loss: 0.0283 - acc: 0.9910


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- ETA: 7s - loss: 0.0268 - acc: 0.9916


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- ETA: 7s - loss: 0.0276 - acc: 0.9916


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- ETA: 7s - loss: 0.0291 - acc: 0.9903


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- ETA: 7s - loss: 0.0282 - acc: 0.9908


19/39 [=============>................]

- ETA: 6s - loss: 0.0318 - acc: 0.9901


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- ETA: 6s - loss: 0.0308 - acc: 0.9902


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- ETA: 6s - loss: 0.0312 - acc: 0.9899


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- ETA: 5s - loss: 0.0302 - acc: 0.9900


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- ETA: 5s - loss: 0.0298 - acc: 0.9901


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- ETA: 5s - loss: 0.0304 - acc: 0.9895


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- ETA: 4s - loss: 0.0308 - acc: 0.9890


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- ETA: 4s - loss: 0.0311 - acc: 0.9888


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- ETA: 4s - loss: 0.0315 - acc: 0.9889


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- ETA: 3s - loss: 0.0321 - acc: 0.9888


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- ETA: 3s - loss: 0.0320 - acc: 0.9884


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- ETA: 3s - loss: 0.0349 - acc: 0.9874


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- ETA: 2s - loss: 0.0341 - acc: 0.9876


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- ETA: 2s - loss: 0.0333 - acc: 0.9880


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- ETA: 2s - loss: 0.0329 - acc: 0.9881


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- ETA: 1s - loss: 0.0320 - acc: 0.9885


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- ETA: 1s - loss: 0.0312 - acc: 0.9888


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- ETA: 1s - loss: 0.0307 - acc: 0.9889


37/39 [===========================>..]

- ETA: 0s - loss: 0.0318 - acc: 0.9886


38/39 [============================>.]

- ETA: 0s - loss: 0.0316 - acc: 0.9886

128/878 [===>..........................]

- ETA: 0s - loss: 0.2863 - acc: 0.9609


256/878 [=======>......................]

- ETA: 0s - loss: 0.4023 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.4889 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5716 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.5362 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.5177 - acc: 0.9232


878/878 [==============================]

- 1s 636us/sample - loss: 0.4815 - acc: 0.9248



39/39 [==============================]

- 14s 361ms/step - loss: 0.0311 - acc: 0.9887 - val_loss: 0.4771 - val_acc: 0.9248


Epoch 188/200

1/39 [..............................]

- ETA: 5s - loss: 0.0010 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0063 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0172 - acc: 0.9948


4/39 [==>...........................]

- ETA: 7s - loss: 0.0245 - acc: 0.9941


5/39 [==>...........................]

- ETA: 8s - loss: 0.0319 - acc: 0.9922


6/39 [===>..........................]

- ETA: 8s - loss: 0.0308 - acc: 0.9920


7/39 [====>.........................]

- ETA: 8s - loss: 0.0277 - acc: 0.9932


8/39 [=====>........................]

- ETA: 8s - loss: 0.0301 - acc: 0.9930


9/39 [=====>........................]

- ETA: 8s - loss: 0.0288 - acc: 0.9929


10/39 [======>.......................]

- ETA: 8s - loss: 0.0278 - acc: 0.9929


11/39 [=======>......................]

- ETA: 8s - loss: 0.0258 - acc: 0.9935


12/39 [========>.....................]

- ETA: 7s - loss: 0.0247 - acc: 0.9934


13/39 [=========>....................]

- ETA: 7s - loss: 0.0249 - acc: 0.9939


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- ETA: 7s - loss: 0.0238 - acc: 0.9944


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- ETA: 7s - loss: 0.0231 - acc: 0.9942


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- ETA: 7s - loss: 0.0251 - acc: 0.9936


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- ETA: 6s - loss: 0.0304 - acc: 0.9930


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- ETA: 6s - loss: 0.0294 - acc: 0.9930


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- ETA: 6s - loss: 0.0290 - acc: 0.9930


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- ETA: 5s - loss: 0.0283 - acc: 0.9929


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- ETA: 5s - loss: 0.0273 - acc: 0.9933


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- ETA: 5s - loss: 0.0291 - acc: 0.9928


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- ETA: 5s - loss: 0.0302 - acc: 0.9921


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- ETA: 4s - loss: 0.0299 - acc: 0.9918


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- ETA: 4s - loss: 0.0299 - acc: 0.9915


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- ETA: 4s - loss: 0.0294 - acc: 0.9915


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- ETA: 3s - loss: 0.0291 - acc: 0.9913


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- ETA: 3s - loss: 0.0289 - acc: 0.9910


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- ETA: 3s - loss: 0.0285 - acc: 0.9913


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- ETA: 2s - loss: 0.0276 - acc: 0.9916


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- ETA: 2s - loss: 0.0275 - acc: 0.9916


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- ETA: 2s - loss: 0.0274 - acc: 0.9917


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- ETA: 1s - loss: 0.0277 - acc: 0.9912


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- ETA: 1s - loss: 0.0276 - acc: 0.9912


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- ETA: 1s - loss: 0.0271 - acc: 0.9915


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- ETA: 0s - loss: 0.0264 - acc: 0.9917


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- ETA: 0s - loss: 0.0278 - acc: 0.9913


38/39 [============================>.]

- ETA: 0s - loss: 0.0274 - acc: 0.9913

128/878 [===>..........................]

- ETA: 0s - loss: 0.2687 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4589 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5032 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5795 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.5475 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.5216 - acc: 0.9167


878/878 [==============================]

- 1s 637us/sample - loss: 0.4945 - acc: 0.9203



39/39 [==============================]

- 13s 337ms/step - loss: 0.0271 - acc: 0.9914 - val_loss: 0.4912 - val_acc: 0.9203


Epoch 189/200

1/39 [..............................]

- ETA: 5s - loss: 0.0055 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0112 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0117 - acc: 0.9973


4/39 [==>...........................]

- ETA: 8s - loss: 0.0093 - acc: 0.9980


5/39 [==>...........................]

- ETA: 8s - loss: 0.0119 - acc: 0.9952


6/39 [===>..........................]

- ETA: 8s - loss: 0.0158 - acc: 0.9947


7/39 [====>.........................]

- ETA: 8s - loss: 0.0165 - acc: 0.9943


8/39 [=====>........................]

- ETA: 8s - loss: 0.0152 - acc: 0.9950


9/39 [=====>........................]

- ETA: 8s - loss: 0.0139 - acc: 0.9956


10/39 [======>.......................]

- ETA: 8s - loss: 0.0196 - acc: 0.9937


11/39 [=======>......................]

- ETA: 8s - loss: 0.0241 - acc: 0.9921


12/39 [========>.....................]

- ETA: 8s - loss: 0.0286 - acc: 0.9908


13/39 [=========>....................]

- ETA: 8s - loss: 0.0267 - acc: 0.9915


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- ETA: 7s - loss: 0.0253 - acc: 0.9915


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- ETA: 7s - loss: 0.0243 - acc: 0.9916


16/39 [===========>..................]

- ETA: 7s - loss: 0.0292 - acc: 0.9911


17/39 [============>.................]

- ETA: 7s - loss: 0.0343 - acc: 0.9898


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- ETA: 6s - loss: 0.0343 - acc: 0.9891


19/39 [=============>................]

- ETA: 6s - loss: 0.0338 - acc: 0.9892


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- ETA: 6s - loss: 0.0329 - acc: 0.9894


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- ETA: 5s - loss: 0.0317 - acc: 0.9895


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- ETA: 5s - loss: 0.0314 - acc: 0.9896


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- ETA: 5s - loss: 0.0306 - acc: 0.9897


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- ETA: 4s - loss: 0.0298 - acc: 0.9898


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- ETA: 4s - loss: 0.0293 - acc: 0.9899


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- ETA: 4s - loss: 0.0284 - acc: 0.9903


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- ETA: 3s - loss: 0.0277 - acc: 0.9904


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- ETA: 3s - loss: 0.0274 - acc: 0.9905


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- ETA: 3s - loss: 0.0271 - acc: 0.9905


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- ETA: 2s - loss: 0.0270 - acc: 0.9903


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- ETA: 2s - loss: 0.0266 - acc: 0.9906


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- ETA: 2s - loss: 0.0261 - acc: 0.9909


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- ETA: 1s - loss: 0.0263 - acc: 0.9907


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- ETA: 1s - loss: 0.0260 - acc: 0.9908


35/39 [=========================>....]

- ETA: 1s - loss: 0.0255 - acc: 0.9910


36/39 [==========================>...]

- ETA: 0s - loss: 0.0251 - acc: 0.9911


37/39 [===========================>..]

- ETA: 0s - loss: 0.0247 - acc: 0.9913


38/39 [============================>.]

- ETA: 0s - loss: 0.0241 - acc: 0.9915

128/878 [===>..........................]

- ETA: 0s - loss: 0.3145 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4368 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.5041 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.5792 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.5758 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5668 - acc: 0.9128


878/878 [==============================]

- 1s 678us/sample - loss: 0.5457 - acc: 0.9112



39/39 [==============================]

- 14s 351ms/step - loss: 0.0237 - acc: 0.9918 - val_loss: 0.5432 - val_acc: 0.9112


Epoch 190/200

1/39 [..............................]

- ETA: 8s - loss: 0.0614 - acc: 0.9725


2/39 [>.............................]

- ETA: 8s - loss: 0.0501 - acc: 0.9789


3/39 [=>............................]

- ETA: 7s - loss: 0.0383 - acc: 0.9836


4/39 [==>...........................]

- ETA: 7s - loss: 0.0326 - acc: 0.9858


5/39 [==>...........................]

- ETA: 7s - loss: 0.0289 - acc: 0.9871


6/39 [===>..........................]

- ETA: 8s - loss: 0.0282 - acc: 0.9880


7/39 [====>.........................]

- ETA: 8s - loss: 0.0259 - acc: 0.9897


8/39 [=====>........................]

- ETA: 8s - loss: 0.0249 - acc: 0.9900


9/39 [=====>........................]

- ETA: 8s - loss: 0.0242 - acc: 0.9903


10/39 [======>.......................]

- ETA: 8s - loss: 0.0235 - acc: 0.9905


11/39 [=======>......................]

- ETA: 8s - loss: 0.0219 - acc: 0.9914


12/39 [========>.....................]

- ETA: 7s - loss: 0.0204 - acc: 0.9921


13/39 [=========>....................]

- ETA: 7s - loss: 0.0207 - acc: 0.9915


14/39 [=========>....................]

- ETA: 7s - loss: 0.0222 - acc: 0.9904


15/39 [==========>...................]

- ETA: 7s - loss: 0.0231 - acc: 0.9895


16/39 [===========>..................]

- ETA: 6s - loss: 0.0223 - acc: 0.9901


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- ETA: 6s - loss: 0.0225 - acc: 0.9903


18/39 [============>.................]

- ETA: 6s - loss: 0.0239 - acc: 0.9895


19/39 [=============>................]

- ETA: 6s - loss: 0.0253 - acc: 0.9892


20/39 [==============>...............]

- ETA: 5s - loss: 0.0242 - acc: 0.9898


21/39 [===============>..............]

- ETA: 5s - loss: 0.0243 - acc: 0.9899


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- ETA: 5s - loss: 0.0264 - acc: 0.9900


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- ETA: 4s - loss: 0.0254 - acc: 0.9904


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- ETA: 4s - loss: 0.0247 - acc: 0.9908


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- ETA: 4s - loss: 0.0238 - acc: 0.9912


26/39 [===================>..........]

- ETA: 4s - loss: 0.0264 - acc: 0.9909


27/39 [===================>..........]

- ETA: 3s - loss: 0.0256 - acc: 0.9913


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- ETA: 3s - loss: 0.0255 - acc: 0.9913


29/39 [=====================>........]

- ETA: 3s - loss: 0.0251 - acc: 0.9913


30/39 [======================>.......]

- ETA: 2s - loss: 0.0253 - acc: 0.9914


31/39 [======================>.......]

- ETA: 2s - loss: 0.0258 - acc: 0.9911


32/39 [=======================>......]

- ETA: 2s - loss: 0.0252 - acc: 0.9914


33/39 [========================>.....]

- ETA: 1s - loss: 0.0245 - acc: 0.9917


34/39 [=========================>....]

- ETA: 1s - loss: 0.0248 - acc: 0.9915


35/39 [=========================>....]

- ETA: 1s - loss: 0.0257 - acc: 0.9915


36/39 [==========================>...]

- ETA: 0s - loss: 0.0255 - acc: 0.9915


37/39 [===========================>..]

- ETA: 0s - loss: 0.0248 - acc: 0.9917


38/39 [============================>.]

- ETA: 0s - loss: 0.0244 - acc: 0.9920

128/878 [===>..........................]

- ETA: 0s - loss: 0.3170 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3989 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4641 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5716 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.5614 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.5639 - acc: 0.9115


878/878 [==============================]

- 1s 619us/sample - loss: 0.5469 - acc: 0.9100



39/39 [==============================]

- 13s 333ms/step - loss: 0.0251 - acc: 0.9918 - val_loss: 0.5448 - val_acc: 0.9100


Epoch 191/200

1/39 [..............................]

- ETA: 5s - loss: 0.0039 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0153 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0169 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0170 - acc: 0.9922


5/39 [==>...........................]

- ETA: 9s - loss: 0.0194 - acc: 0.9922


6/39 [===>..........................]

- ETA: 9s - loss: 0.0180 - acc: 0.9922


7/39 [====>.........................]

- ETA: 9s - loss: 0.0209 - acc: 0.9911


8/39 [=====>........................]

- ETA: 9s - loss: 0.0218 - acc: 0.9902


9/39 [=====>........................]

- ETA: 9s - loss: 0.0221 - acc: 0.9896


10/39 [======>.......................]

- ETA: 9s - loss: 0.0227 - acc: 0.9891


11/39 [=======>......................]

- ETA: 9s - loss: 0.0275 - acc: 0.9865


12/39 [========>.....................]

- ETA: 8s - loss: 0.0262 - acc: 0.9876


13/39 [=========>....................]

- ETA: 8s - loss: 0.0290 - acc: 0.9868


14/39 [=========>....................]

- ETA: 8s - loss: 0.0289 - acc: 0.9872


15/39 [==========>...................]

- ETA: 8s - loss: 0.0322 - acc: 0.9865


16/39 [===========>..................]

- ETA: 7s - loss: 0.0309 - acc: 0.9868


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- ETA: 7s - loss: 0.0295 - acc: 0.9876


18/39 [============>.................]

- ETA: 7s - loss: 0.0346 - acc: 0.9865


19/39 [=============>................]

- ETA: 6s - loss: 0.0341 - acc: 0.9868


20/39 [==============>...............]

- ETA: 6s - loss: 0.0328 - acc: 0.9875


21/39 [===============>..............]

- ETA: 6s - loss: 0.0320 - acc: 0.9877


22/39 [===============>..............]

- ETA: 5s - loss: 0.0335 - acc: 0.9872


23/39 [================>.............]

- ETA: 5s - loss: 0.0362 - acc: 0.9870


24/39 [=================>............]

- ETA: 5s - loss: 0.0356 - acc: 0.9869


25/39 [==================>...........]

- ETA: 4s - loss: 0.0348 - acc: 0.9871


26/39 [===================>..........]

- ETA: 4s - loss: 0.0343 - acc: 0.9873


27/39 [===================>..........]

- ETA: 4s - loss: 0.0332 - acc: 0.9878


28/39 [====================>.........]

- ETA: 3s - loss: 0.0326 - acc: 0.9879


29/39 [=====================>........]

- ETA: 3s - loss: 0.0335 - acc: 0.9875


30/39 [======================>.......]

- ETA: 3s - loss: 0.0354 - acc: 0.9874


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- ETA: 2s - loss: 0.0347 - acc: 0.9878


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- ETA: 2s - loss: 0.0356 - acc: 0.9877


33/39 [========================>.....]

- ETA: 2s - loss: 0.0381 - acc: 0.9869


34/39 [=========================>....]

- ETA: 1s - loss: 0.0376 - acc: 0.9871


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- ETA: 1s - loss: 0.0374 - acc: 0.9870


36/39 [==========================>...]

- ETA: 1s - loss: 0.0368 - acc: 0.9871


37/39 [===========================>..]

- ETA: 0s - loss: 0.0363 - acc: 0.9873


38/39 [============================>.]

- ETA: 0s - loss: 0.0373 - acc: 0.9874

128/878 [===>..........................]

- ETA: 0s - loss: 0.3448 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4353 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.5497 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.6271 - acc: 0.9004


640/878 [====================>.........]

- ETA: 0s - loss: 0.6012 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.5799 - acc: 0.9023


878/878 [==============================]

- 1s 611us/sample - loss: 0.5586 - acc: 0.9032



39/39 [==============================]

- 14s 364ms/step - loss: 0.0367 - acc: 0.9877 - val_loss: 0.5560 - val_acc: 0.9032


Epoch 192/200

1/39 [..............................]

- ETA: 5s - loss: 0.0204 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0587 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0527 - acc: 0.9844


4/39 [==>...........................]

- ETA: 8s - loss: 0.0418 - acc: 0.9883


5/39 [==>...........................]

- ETA: 8s - loss: 0.0468 - acc: 0.9844


6/39 [===>..........................]

- ETA: 8s - loss: 0.0538 - acc: 0.9831


7/39 [====>.........................]

- ETA: 8s - loss: 0.0472 - acc: 0.9855


8/39 [=====>........................]

- ETA: 8s - loss: 0.0450 - acc: 0.9854


9/39 [=====>........................]

- ETA: 8s - loss: 0.0446 - acc: 0.9852


10/39 [======>.......................]

- ETA: 8s - loss: 0.0410 - acc: 0.9867


11/39 [=======>......................]

- ETA: 8s - loss: 0.0373 - acc: 0.9879


12/39 [========>.....................]

- ETA: 8s - loss: 0.0358 - acc: 0.9883


13/39 [=========>....................]

- ETA: 7s - loss: 0.0347 - acc: 0.9886


14/39 [=========>....................]

- ETA: 7s - loss: 0.0475 - acc: 0.9872


15/39 [==========>...................]

- ETA: 7s - loss: 0.0463 - acc: 0.9875


16/39 [===========>..................]

- ETA: 7s - loss: 0.0456 - acc: 0.9873


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- ETA: 6s - loss: 0.0450 - acc: 0.9871


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- ETA: 6s - loss: 0.0451 - acc: 0.9865


19/39 [=============>................]

- ETA: 6s - loss: 0.0481 - acc: 0.9856


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- ETA: 5s - loss: 0.0462 - acc: 0.9863


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- ETA: 5s - loss: 0.0453 - acc: 0.9862


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- ETA: 5s - loss: 0.0437 - acc: 0.9869


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- ETA: 5s - loss: 0.0438 - acc: 0.9871


24/39 [=================>............]

- ETA: 4s - loss: 0.0425 - acc: 0.9873


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- ETA: 4s - loss: 0.0416 - acc: 0.9875


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- ETA: 4s - loss: 0.0414 - acc: 0.9871


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- ETA: 3s - loss: 0.0412 - acc: 0.9870


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- ETA: 3s - loss: 0.0405 - acc: 0.9874


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- ETA: 3s - loss: 0.0396 - acc: 0.9879


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- ETA: 2s - loss: 0.0392 - acc: 0.9880


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- ETA: 2s - loss: 0.0385 - acc: 0.9881


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- ETA: 2s - loss: 0.0385 - acc: 0.9880


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- ETA: 1s - loss: 0.0380 - acc: 0.9881


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- ETA: 1s - loss: 0.0372 - acc: 0.9885


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- ETA: 1s - loss: 0.0364 - acc: 0.9888


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- ETA: 0s - loss: 0.0368 - acc: 0.9885


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- ETA: 0s - loss: 0.0360 - acc: 0.9886


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- ETA: 0s - loss: 0.0353 - acc: 0.9886

128/878 [===>..........................]

- ETA: 0s - loss: 0.2165 - acc: 0.9688


256/878 [=======>......................]

- ETA: 0s - loss: 0.4141 - acc: 0.9375


384/878 [============>.................]

- ETA: 0s - loss: 0.4478 - acc: 0.9297


512/878 [================>.............]

- ETA: 0s - loss: 0.4982 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.4966 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.5022 - acc: 0.9180


878/878 [==============================]

- 1s 652us/sample - loss: 0.4764 - acc: 0.9203



39/39 [==============================]

- 13s 339ms/step - loss: 0.0358 - acc: 0.9885 - val_loss: 0.4732 - val_acc: 0.9203


Epoch 193/200

1/39 [..............................]

- ETA: 5s - loss: 0.0377 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0260 - acc: 0.9922


3/39 [=>............................]

- ETA: 8s - loss: 0.0197 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0172 - acc: 0.9961


5/39 [==>...........................]

- ETA: 9s - loss: 0.0141 - acc: 0.9969


6/39 [===>..........................]

- ETA: 9s - loss: 0.0166 - acc: 0.9961


7/39 [====>.........................]

- ETA: 9s - loss: 0.0208 - acc: 0.9955


8/39 [=====>........................]

- ETA: 9s - loss: 0.0190 - acc: 0.9961


9/39 [=====>........................]

- ETA: 9s - loss: 0.0170 - acc: 0.9965


10/39 [======>.......................]

- ETA: 9s - loss: 0.0181 - acc: 0.9953


11/39 [=======>......................]

- ETA: 8s - loss: 0.0177 - acc: 0.9950


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- ETA: 8s - loss: 0.0173 - acc: 0.9948


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- ETA: 8s - loss: 0.0180 - acc: 0.9940


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- ETA: 8s - loss: 0.0191 - acc: 0.9933


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- ETA: 7s - loss: 0.0190 - acc: 0.9927


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- ETA: 7s - loss: 0.0179 - acc: 0.9931


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- ETA: 7s - loss: 0.0219 - acc: 0.9926


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- ETA: 6s - loss: 0.0212 - acc: 0.9926


19/39 [=============>................]

- ETA: 6s - loss: 0.0208 - acc: 0.9930


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- ETA: 6s - loss: 0.0205 - acc: 0.9929


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- ETA: 5s - loss: 0.0199 - acc: 0.9933


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- ETA: 5s - loss: 0.0195 - acc: 0.9936


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- ETA: 5s - loss: 0.0190 - acc: 0.9938


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- ETA: 5s - loss: 0.0188 - acc: 0.9938


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- ETA: 4s - loss: 0.0190 - acc: 0.9934


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- ETA: 4s - loss: 0.0187 - acc: 0.9934


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- ETA: 4s - loss: 0.0181 - acc: 0.9936


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- ETA: 3s - loss: 0.0183 - acc: 0.9935


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- ETA: 3s - loss: 0.0182 - acc: 0.9935


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- ETA: 3s - loss: 0.0176 - acc: 0.9937


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- ETA: 2s - loss: 0.0172 - acc: 0.9939


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- ETA: 2s - loss: 0.0174 - acc: 0.9939


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- ETA: 2s - loss: 0.0170 - acc: 0.9941


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- ETA: 1s - loss: 0.0188 - acc: 0.9938


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- ETA: 1s - loss: 0.0184 - acc: 0.9939


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- ETA: 1s - loss: 0.0183 - acc: 0.9937


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- ETA: 0s - loss: 0.0190 - acc: 0.9934


38/39 [============================>.]

- ETA: 0s - loss: 0.0195 - acc: 0.9934

128/878 [===>..........................]

- ETA: 0s - loss: 0.2673 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4297 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4923 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.5715 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.5634 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.5715 - acc: 0.9062


878/878 [==============================]

- 1s 603us/sample - loss: 0.5318 - acc: 0.9100



39/39 [==============================]

- 14s 356ms/step - loss: 0.0211 - acc: 0.9930 - val_loss: 0.5269 - val_acc: 0.9100


Epoch 194/200

1/39 [..............................]

- ETA: 5s - loss: 0.0402 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0517 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0664 - acc: 0.9844


4/39 [==>...........................]

- ETA: 8s - loss: 0.0600 - acc: 0.9824


5/39 [==>...........................]

- ETA: 8s - loss: 0.0586 - acc: 0.9812


6/39 [===>..........................]

- ETA: 8s - loss: 0.0547 - acc: 0.9818


7/39 [====>.........................]

- ETA: 8s - loss: 0.0537 - acc: 0.9821


8/39 [=====>........................]

- ETA: 8s - loss: 0.0479 - acc: 0.9844


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- ETA: 8s - loss: 0.0479 - acc: 0.9844


10/39 [======>.......................]

- ETA: 8s - loss: 0.0443 - acc: 0.9859


11/39 [=======>......................]

- ETA: 8s - loss: 0.0441 - acc: 0.9865


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- ETA: 8s - loss: 0.0444 - acc: 0.9870


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- ETA: 8s - loss: 0.0448 - acc: 0.9868


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- ETA: 7s - loss: 0.0435 - acc: 0.9866


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- ETA: 7s - loss: 0.0420 - acc: 0.9865


16/39 [===========>..................]

- ETA: 7s - loss: 0.0420 - acc: 0.9863


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- ETA: 6s - loss: 0.0398 - acc: 0.9871


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- ETA: 6s - loss: 0.0426 - acc: 0.9865


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- ETA: 6s - loss: 0.0423 - acc: 0.9864


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- ETA: 6s - loss: 0.0418 - acc: 0.9859


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- ETA: 5s - loss: 0.0444 - acc: 0.9859


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- ETA: 5s - loss: 0.0433 - acc: 0.9858


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- ETA: 5s - loss: 0.0451 - acc: 0.9851


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- ETA: 4s - loss: 0.0438 - acc: 0.9857


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- ETA: 4s - loss: 0.0439 - acc: 0.9856


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- ETA: 4s - loss: 0.0436 - acc: 0.9856


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- ETA: 3s - loss: 0.0428 - acc: 0.9855


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- ETA: 3s - loss: 0.0424 - acc: 0.9855


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- ETA: 3s - loss: 0.0411 - acc: 0.9860


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- ETA: 2s - loss: 0.0406 - acc: 0.9861


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- ETA: 2s - loss: 0.0400 - acc: 0.9863


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- ETA: 2s - loss: 0.0407 - acc: 0.9863


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- ETA: 1s - loss: 0.0399 - acc: 0.9864


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- ETA: 1s - loss: 0.0394 - acc: 0.9864


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- ETA: 1s - loss: 0.0386 - acc: 0.9866


36/39 [==========================>...]

- ETA: 0s - loss: 0.0401 - acc: 0.9863


37/39 [===========================>..]

- ETA: 0s - loss: 0.0390 - acc: 0.9866


38/39 [============================>.]

- ETA: 0s - loss: 0.0381 - acc: 0.9870

128/878 [===>..........................]

- ETA: 0s - loss: 0.2469 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4098 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.4509 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5626 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.5493 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.5499 - acc: 0.9115


878/878 [==============================]

- 1s 612us/sample - loss: 0.5201 - acc: 0.9146



39/39 [==============================]

- 13s 342ms/step - loss: 0.0381 - acc: 0.9871 - val_loss: 0.5165 - val_acc: 0.9146


Epoch 195/200

1/39 [..............................]

- ETA: 20s - loss: 0.0054 - acc: 1.0000


2/39 [>.............................]

- ETA: 16s - loss: 0.0087 - acc: 1.0000


3/39 [=>............................]

- ETA: 12s - loss: 0.0069 - acc: 1.0000


4/39 [==>...........................]

- ETA: 10s - loss: 0.0120 - acc: 0.9980


5/39 [==>...........................]

- ETA: 9s - loss: 0.0145 - acc: 0.9969


6/39 [===>..........................]

- ETA: 10s - loss: 0.0133 - acc: 0.9961


7/39 [====>.........................]

- ETA: 10s - loss: 0.0139 - acc: 0.9955


8/39 [=====>........................]

- ETA: 9s - loss: 0.0131 - acc: 0.9951


9/39 [=====>........................]

- ETA: 9s - loss: 0.0162 - acc: 0.9948


10/39 [======>.......................]

- ETA: 9s - loss: 0.0191 - acc: 0.9945


11/39 [=======>......................]

- ETA: 9s - loss: 0.0216 - acc: 0.9943


12/39 [========>.....................]

- ETA: 9s - loss: 0.0202 - acc: 0.9948


13/39 [=========>....................]

- ETA: 8s - loss: 0.0190 - acc: 0.9952


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- ETA: 8s - loss: 0.0235 - acc: 0.9939


15/39 [==========>...................]

- ETA: 8s - loss: 0.0224 - acc: 0.9943


16/39 [===========>..................]

- ETA: 7s - loss: 0.0238 - acc: 0.9941


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- ETA: 7s - loss: 0.0226 - acc: 0.9945


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- ETA: 7s - loss: 0.0242 - acc: 0.9935


19/39 [=============>................]

- ETA: 6s - loss: 0.0240 - acc: 0.9934


20/39 [==============>...............]

- ETA: 6s - loss: 0.0232 - acc: 0.9937


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- ETA: 6s - loss: 0.0244 - acc: 0.9929


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- ETA: 5s - loss: 0.0246 - acc: 0.9929


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- ETA: 5s - loss: 0.0240 - acc: 0.9932


24/39 [=================>............]

- ETA: 5s - loss: 0.0231 - acc: 0.9935


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- ETA: 4s - loss: 0.0243 - acc: 0.9928


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- ETA: 4s - loss: 0.0270 - acc: 0.9928


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- ETA: 4s - loss: 0.0273 - acc: 0.9925


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- ETA: 3s - loss: 0.0276 - acc: 0.9922


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- ETA: 3s - loss: 0.0280 - acc: 0.9914


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- ETA: 3s - loss: 0.0271 - acc: 0.9917


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- ETA: 2s - loss: 0.0268 - acc: 0.9917


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- ETA: 2s - loss: 0.0264 - acc: 0.9917


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- ETA: 2s - loss: 0.0270 - acc: 0.9917


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- ETA: 1s - loss: 0.0264 - acc: 0.9920


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- ETA: 1s - loss: 0.0276 - acc: 0.9917


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- ETA: 1s - loss: 0.0278 - acc: 0.9917


37/39 [===========================>..]

- ETA: 0s - loss: 0.0288 - acc: 0.9911


38/39 [============================>.]

- ETA: 0s - loss: 0.0281 - acc: 0.9913

128/878 [===>..........................]

- ETA: 0s - loss: 0.2563 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.4155 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.5182 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.6005 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.5612 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.5624 - acc: 0.9167


878/878 [==============================]

- 1s 611us/sample - loss: 0.5372 - acc: 0.9169



39/39 [==============================]

- 14s 361ms/step - loss: 0.0276 - acc: 0.9916 - val_loss: 0.5341 - val_acc: 0.9169


Epoch 196/200

1/39 [..............................]

- ETA: 19s - loss: 0.0197 - acc: 0.9922


2/39 [>.............................]

- ETA: 18s - loss: 0.0213 - acc: 0.9883


3/39 [=>............................]

- ETA: 14s - loss: 0.0197 - acc: 0.9896


4/39 [==>...........................]

- ETA: 11s - loss: 0.0225 - acc: 0.9883


5/39 [==>...........................]

- ETA: 10s - loss: 0.0290 - acc: 0.9875


6/39 [===>..........................]

- ETA: 9s - loss: 0.0259 - acc: 0.9883


7/39 [====>.........................]

- ETA: 8s - loss: 0.0287 - acc: 0.9877


8/39 [=====>........................]

- ETA: 8s - loss: 0.0257 - acc: 0.9893


9/39 [=====>........................]

- ETA: 8s - loss: 0.0243 - acc: 0.9896


10/39 [======>.......................]

- ETA: 8s - loss: 0.0288 - acc: 0.9891


11/39 [=======>......................]

- ETA: 8s - loss: 0.0293 - acc: 0.9879


12/39 [========>.....................]

- ETA: 8s - loss: 0.0292 - acc: 0.9876


13/39 [=========>....................]

- ETA: 7s - loss: 0.0276 - acc: 0.9886


14/39 [=========>....................]

- ETA: 7s - loss: 0.0275 - acc: 0.9888


15/39 [==========>...................]

- ETA: 7s - loss: 0.0262 - acc: 0.9896


16/39 [===========>..................]

- ETA: 7s - loss: 0.0274 - acc: 0.9888


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- ETA: 6s - loss: 0.0263 - acc: 0.9894


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- ETA: 6s - loss: 0.0276 - acc: 0.9896


19/39 [=============>................]

- ETA: 6s - loss: 0.0279 - acc: 0.9897


20/39 [==============>...............]

- ETA: 6s - loss: 0.0280 - acc: 0.9895


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- ETA: 5s - loss: 0.0283 - acc: 0.9896


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- ETA: 5s - loss: 0.0291 - acc: 0.9897


23/39 [================>.............]

- ETA: 5s - loss: 0.0393 - acc: 0.9874


24/39 [=================>............]

- ETA: 4s - loss: 0.0395 - acc: 0.9873


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- ETA: 4s - loss: 0.0400 - acc: 0.9875


26/39 [===================>..........]

- ETA: 4s - loss: 0.0463 - acc: 0.9865


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- ETA: 3s - loss: 0.0461 - acc: 0.9861


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- ETA: 3s - loss: 0.0457 - acc: 0.9860


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- ETA: 3s - loss: 0.0450 - acc: 0.9865


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- ETA: 2s - loss: 0.0452 - acc: 0.9864


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- ETA: 2s - loss: 0.0443 - acc: 0.9866


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- ETA: 2s - loss: 0.0437 - acc: 0.9868


33/39 [========================>.....]

- ETA: 1s - loss: 0.0452 - acc: 0.9860


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- ETA: 1s - loss: 0.0459 - acc: 0.9859


35/39 [=========================>....]

- ETA: 1s - loss: 0.0453 - acc: 0.9861


36/39 [==========================>...]

- ETA: 0s - loss: 0.0456 - acc: 0.9858


37/39 [===========================>..]

- ETA: 0s - loss: 0.0455 - acc: 0.9856


38/39 [============================>.]

- ETA: 0s - loss: 0.0450 - acc: 0.9858

128/878 [===>..........................]

- ETA: 0s - loss: 0.2122 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3812 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4196 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.4888 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.5094 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.5161 - acc: 0.9154


878/878 [==============================]

- 1s 1ms/sample - loss: 0.4954 - acc: 0.9169



39/39 [==============================]

- 14s 349ms/step - loss: 0.0440 - acc: 0.9861 - val_loss: 0.4929 - val_acc: 0.9169


Epoch 197/200

1/39 [..............................]

- ETA: 7s - loss: 0.1156 - acc: 0.9688


2/39 [>.............................]

- ETA: 6s - loss: 0.0681 - acc: 0.9805


3/39 [=>............................]

- ETA: 6s - loss: 0.0602 - acc: 0.9818


4/39 [==>...........................]

- ETA: 6s - loss: 0.0496 - acc: 0.9863


5/39 [==>...........................]

- ETA: 6s - loss: 0.0701 - acc: 0.9797


6/39 [===>..........................]

- ETA: 7s - loss: 0.0672 - acc: 0.9779


7/39 [====>.........................]

- ETA: 7s - loss: 0.0621 - acc: 0.9799


8/39 [=====>........................]

- ETA: 7s - loss: 0.0588 - acc: 0.9805


9/39 [=====>........................]

- ETA: 7s - loss: 0.0539 - acc: 0.9826


10/39 [======>.......................]

- ETA: 7s - loss: 0.0527 - acc: 0.9833


11/39 [=======>......................]

- ETA: 7s - loss: 0.0514 - acc: 0.9834


12/39 [========>.....................]

- ETA: 7s - loss: 0.0488 - acc: 0.9842


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- ETA: 7s - loss: 0.0486 - acc: 0.9848


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- ETA: 7s - loss: 0.0507 - acc: 0.9842


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- ETA: 7s - loss: 0.0499 - acc: 0.9842


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- ETA: 6s - loss: 0.0504 - acc: 0.9832


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- ETA: 6s - loss: 0.0484 - acc: 0.9838


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- ETA: 6s - loss: 0.0466 - acc: 0.9842


19/39 [=============>................]

- ETA: 6s - loss: 0.0444 - acc: 0.9851


20/39 [==============>...............]

- ETA: 5s - loss: 0.0427 - acc: 0.9858


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- ETA: 5s - loss: 0.0425 - acc: 0.9861


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- ETA: 5s - loss: 0.0416 - acc: 0.9861


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- ETA: 5s - loss: 0.0411 - acc: 0.9860


24/39 [=================>............]

- ETA: 4s - loss: 0.0400 - acc: 0.9862


25/39 [==================>...........]

- ETA: 4s - loss: 0.0407 - acc: 0.9865


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- ETA: 4s - loss: 0.0437 - acc: 0.9864


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- ETA: 3s - loss: 0.0435 - acc: 0.9860


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- ETA: 3s - loss: 0.0425 - acc: 0.9863


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- ETA: 3s - loss: 0.0419 - acc: 0.9862


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- ETA: 2s - loss: 0.0406 - acc: 0.9867


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- ETA: 2s - loss: 0.0401 - acc: 0.9868


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- ETA: 2s - loss: 0.0400 - acc: 0.9868


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- ETA: 1s - loss: 0.0394 - acc: 0.9869


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- ETA: 1s - loss: 0.0392 - acc: 0.9871


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- ETA: 1s - loss: 0.0384 - acc: 0.9874


36/39 [==========================>...]

- ETA: 0s - loss: 0.0376 - acc: 0.9878


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- ETA: 0s - loss: 0.0367 - acc: 0.9881


38/39 [============================>.]

- ETA: 0s - loss: 0.0361 - acc: 0.9884

128/878 [===>..........................]

- ETA: 0s - loss: 0.2565 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3984 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.4548 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.5014 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.4958 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.4840 - acc: 0.9141


878/878 [==============================]

- 1s 637us/sample - loss: 0.4559 - acc: 0.9191



39/39 [==============================]

- 13s 346ms/step - loss: 0.0357 - acc: 0.9885 - val_loss: 0.4525 - val_acc: 0.9191


Epoch 198/200

1/39 [..............................]

- ETA: 5s - loss: 0.0313 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0389 - acc: 0.9844


3/39 [=>............................]

- ETA: 6s - loss: 0.0314 - acc: 0.9870


4/39 [==>...........................]

- ETA: 7s - loss: 0.0270 - acc: 0.9883


5/39 [==>...........................]

- ETA: 8s - loss: 0.0257 - acc: 0.9891


6/39 [===>..........................]

- ETA: 8s - loss: 0.0222 - acc: 0.9909


7/39 [====>.........................]

- ETA: 8s - loss: 0.0201 - acc: 0.9920


8/39 [=====>........................]

- ETA: 8s - loss: 0.0179 - acc: 0.9930


9/39 [=====>........................]

- ETA: 8s - loss: 0.0163 - acc: 0.9938


10/39 [======>.......................]

- ETA: 8s - loss: 0.0175 - acc: 0.9937


11/39 [=======>......................]

- ETA: 8s - loss: 0.0188 - acc: 0.9921


12/39 [========>.....................]

- ETA: 7s - loss: 0.0176 - acc: 0.9927


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- ETA: 7s - loss: 0.0170 - acc: 0.9933


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- ETA: 7s - loss: 0.0168 - acc: 0.9932


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- ETA: 7s - loss: 0.0179 - acc: 0.9932


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- ETA: 7s - loss: 0.0171 - acc: 0.9936


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- ETA: 6s - loss: 0.0183 - acc: 0.9930


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- ETA: 6s - loss: 0.0176 - acc: 0.9934


19/39 [=============>................]

- ETA: 6s - loss: 0.0169 - acc: 0.9938


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- ETA: 5s - loss: 0.0191 - acc: 0.9933


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- ETA: 5s - loss: 0.0188 - acc: 0.9936


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- ETA: 5s - loss: 0.0186 - acc: 0.9936


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- ETA: 5s - loss: 0.0182 - acc: 0.9938


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- ETA: 4s - loss: 0.0176 - acc: 0.9941


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- ETA: 4s - loss: 0.0170 - acc: 0.9943


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- ETA: 4s - loss: 0.0163 - acc: 0.9946


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- ETA: 3s - loss: 0.0173 - acc: 0.9939


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- ETA: 3s - loss: 0.0169 - acc: 0.9941


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- ETA: 3s - loss: 0.0166 - acc: 0.9943


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- ETA: 2s - loss: 0.0186 - acc: 0.9940


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- ETA: 2s - loss: 0.0183 - acc: 0.9939


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- ETA: 2s - loss: 0.0188 - acc: 0.9939


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- ETA: 1s - loss: 0.0183 - acc: 0.9941


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- ETA: 1s - loss: 0.0180 - acc: 0.9942


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- ETA: 1s - loss: 0.0181 - acc: 0.9942


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- ETA: 0s - loss: 0.0178 - acc: 0.9943


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- ETA: 0s - loss: 0.0181 - acc: 0.9939


38/39 [============================>.]

- ETA: 0s - loss: 0.0179 - acc: 0.9940

128/878 [===>..........................]

- ETA: 0s - loss: 0.2790 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4364 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.5265 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.5690 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.5209 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.5145 - acc: 0.9154


878/878 [==============================]

- 1s 635us/sample - loss: 0.4767 - acc: 0.9191



39/39 [==============================]

- 13s 337ms/step - loss: 0.0175 - acc: 0.9942 - val_loss: 0.4721 - val_acc: 0.9191


Epoch 199/200

1/39 [..............................]

- ETA: 5s - loss: 0.0260 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0199 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0228 - acc: 0.9896


4/39 [==>...........................]

- ETA: 8s - loss: 0.0180 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0179 - acc: 0.9936


6/39 [===>..........................]

- ETA: 9s - loss: 0.0199 - acc: 0.9933


7/39 [====>.........................]

- ETA: 9s - loss: 0.0176 - acc: 0.9943


8/39 [=====>........................]

- ETA: 9s - loss: 0.0164 - acc: 0.9950


9/39 [=====>........................]

- ETA: 8s - loss: 0.0155 - acc: 0.9956


10/39 [======>.......................]

- ETA: 8s - loss: 0.0140 - acc: 0.9960


11/39 [=======>......................]

- ETA: 8s - loss: 0.0164 - acc: 0.9950


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- ETA: 8s - loss: 0.0169 - acc: 0.9941


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- ETA: 8s - loss: 0.0162 - acc: 0.9945


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- ETA: 7s - loss: 0.0205 - acc: 0.9944


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- ETA: 7s - loss: 0.0195 - acc: 0.9947


16/39 [===========>..................]

- ETA: 7s - loss: 0.0214 - acc: 0.9941


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- ETA: 7s - loss: 0.0202 - acc: 0.9944


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- ETA: 6s - loss: 0.0194 - acc: 0.9947


19/39 [=============>................]

- ETA: 6s - loss: 0.0202 - acc: 0.9946


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- ETA: 6s - loss: 0.0201 - acc: 0.9945


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- ETA: 5s - loss: 0.0193 - acc: 0.9948


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- ETA: 5s - loss: 0.0200 - acc: 0.9943


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- ETA: 5s - loss: 0.0204 - acc: 0.9942


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- ETA: 4s - loss: 0.0197 - acc: 0.9944


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- ETA: 4s - loss: 0.0204 - acc: 0.9943


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- ETA: 4s - loss: 0.0200 - acc: 0.9946


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- ETA: 3s - loss: 0.0196 - acc: 0.9945


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- ETA: 3s - loss: 0.0204 - acc: 0.9941


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- ETA: 3s - loss: 0.0206 - acc: 0.9938


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- ETA: 2s - loss: 0.0200 - acc: 0.9940


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- ETA: 2s - loss: 0.0213 - acc: 0.9934


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- ETA: 2s - loss: 0.0214 - acc: 0.9934


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- ETA: 2s - loss: 0.0212 - acc: 0.9933


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- ETA: 1s - loss: 0.0208 - acc: 0.9935


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- ETA: 1s - loss: 0.0238 - acc: 0.9931


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- ETA: 1s - loss: 0.0234 - acc: 0.9932


37/39 [===========================>..]

- ETA: 0s - loss: 0.0238 - acc: 0.9930


38/39 [============================>.]

- ETA: 0s - loss: 0.0242 - acc: 0.9930

128/878 [===>..........................]

- ETA: 0s - loss: 0.2189 - acc: 0.9453


256/878 [=======>......................]

- ETA: 0s - loss: 0.3934 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4118 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.5118 - acc: 0.9180


640/878 [====================>.........]

- ETA: 0s - loss: 0.5249 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5127 - acc: 0.9141


878/878 [==============================]

- 1s 616us/sample - loss: 0.4807 - acc: 0.9180



39/39 [==============================]

- 14s 353ms/step - loss: 0.0241 - acc: 0.9930 - val_loss: 0.4768 - val_acc: 0.9180


Epoch 200/200

1/39 [..............................]

- ETA: 5s - loss: 0.0066 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0073 - acc: 1.0000


3/39 [=>............................]

- ETA: 7s - loss: 0.0060 - acc: 1.0000


4/39 [==>...........................]

- ETA: 8s - loss: 0.0089 - acc: 0.9980


5/39 [==>...........................]

- ETA: 8s - loss: 0.0088 - acc: 0.9984


6/39 [===>..........................]

- ETA: 8s - loss: 0.0100 - acc: 0.9974


7/39 [====>.........................]

- ETA: 8s - loss: 0.0108 - acc: 0.9967


8/39 [=====>........................]

- ETA: 8s - loss: 0.0126 - acc: 0.9961


9/39 [=====>........................]

- ETA: 8s - loss: 0.0115 - acc: 0.9965


10/39 [======>.......................]

- ETA: 8s - loss: 0.0120 - acc: 0.9961


11/39 [=======>......................]

- ETA: 8s - loss: 0.0124 - acc: 0.9957


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- ETA: 8s - loss: 0.0114 - acc: 0.9961


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- ETA: 8s - loss: 0.0154 - acc: 0.9952


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- ETA: 7s - loss: 0.0148 - acc: 0.9955


15/39 [==========>...................]

- ETA: 7s - loss: 0.0146 - acc: 0.9953


16/39 [===========>..................]

- ETA: 7s - loss: 0.0140 - acc: 0.9956


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- ETA: 6s - loss: 0.0134 - acc: 0.9959


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- ETA: 6s - loss: 0.0175 - acc: 0.9948


19/39 [=============>................]

- ETA: 6s - loss: 0.0194 - acc: 0.9942


20/39 [==============>...............]

- ETA: 6s - loss: 0.0186 - acc: 0.9945


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- ETA: 5s - loss: 0.0192 - acc: 0.9940


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- ETA: 5s - loss: 0.0187 - acc: 0.9940


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- ETA: 5s - loss: 0.0187 - acc: 0.9939


24/39 [=================>............]

- ETA: 4s - loss: 0.0182 - acc: 0.9941


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- ETA: 4s - loss: 0.0198 - acc: 0.9941


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- ETA: 4s - loss: 0.0198 - acc: 0.9940


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- ETA: 3s - loss: 0.0205 - acc: 0.9936


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- ETA: 3s - loss: 0.0232 - acc: 0.9925


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- ETA: 3s - loss: 0.0226 - acc: 0.9927


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- ETA: 2s - loss: 0.0223 - acc: 0.9930


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- ETA: 2s - loss: 0.0234 - acc: 0.9921


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- ETA: 2s - loss: 0.0231 - acc: 0.9922


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- ETA: 1s - loss: 0.0226 - acc: 0.9924


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- ETA: 1s - loss: 0.0223 - acc: 0.9924


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- ETA: 1s - loss: 0.0219 - acc: 0.9926


36/39 [==========================>...]

- ETA: 0s - loss: 0.0216 - acc: 0.9928


37/39 [===========================>..]

- ETA: 0s - loss: 0.0211 - acc: 0.9930


38/39 [============================>.]

- ETA: 0s - loss: 0.0211 - acc: 0.9930

128/878 [===>..........................]

- ETA: 0s - loss: 0.2060 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.3954 - acc: 0.9258


384/878 [============>.................]

- ETA: 0s - loss: 0.4517 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.5048 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4857 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4802 - acc: 0.9128


878/878 [==============================]

- 1s 617us/sample - loss: 0.4546 - acc: 0.9157



39/39 [==============================]

- 13s 345ms/step - loss: 0.0208 - acc: 0.9932 - val_loss: 0.4515 - val_acc: 0.9157


Epoch 1/100

1/39 [..............................]

- ETA: 22s - loss: 1.5969 - acc: 0.3203


2/39 [>.............................]

- ETA: 14s - loss: 5.5613 - acc: 0.3008


3/39 [=>............................]

- ETA: 11s - loss: 4.6871 - acc: 0.2917


4/39 [==>...........................]

- ETA: 9s - loss: 3.9243 - acc: 0.2676


5/39 [==>...........................]

- ETA: 8s - loss: 3.4614 - acc: 0.2391


6/39 [===>..........................]

- ETA: 7s - loss: 3.1519 - acc: 0.2396


7/39 [====>.........................]

- ETA: 7s - loss: 2.9270 - acc: 0.2444


8/39 [=====>........................]

- ETA: 6s - loss: 2.7586 - acc: 0.2451


9/39 [=====>........................]

- ETA: 6s - loss: 2.6296 - acc: 0.2465


10/39 [======>.......................]

- ETA: 5s - loss: 2.5217 - acc: 0.2492


11/39 [=======>......................]

- ETA: 5s - loss: 2.4364 - acc: 0.2521


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- ETA: 5s - loss: 2.3627 - acc: 0.2520


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- ETA: 5s - loss: 2.3024 - acc: 0.2476


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- ETA: 5s - loss: 2.2467 - acc: 0.2478


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- ETA: 5s - loss: 2.1975 - acc: 0.2479


16/39 [===========>..................]

- ETA: 5s - loss: 2.1519 - acc: 0.2490


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- ETA: 5s - loss: 2.1099 - acc: 0.2532


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- ETA: 5s - loss: 2.0709 - acc: 0.2556


19/39 [=============>................]

- ETA: 5s - loss: 2.0348 - acc: 0.2669


20/39 [==============>...............]

- ETA: 5s - loss: 1.9993 - acc: 0.2734


21/39 [===============>..............]

- ETA: 4s - loss: 1.9660 - acc: 0.2820


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- ETA: 4s - loss: 1.9378 - acc: 0.2876


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- ETA: 4s - loss: 1.9113 - acc: 0.2918


24/39 [=================>............]

- ETA: 4s - loss: 1.8866 - acc: 0.2959


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- ETA: 3s - loss: 1.8654 - acc: 0.2981


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- ETA: 3s - loss: 1.8456 - acc: 0.3029


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- ETA: 3s - loss: 1.8221 - acc: 0.3093


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- ETA: 3s - loss: 1.8024 - acc: 0.3100


29/39 [=====================>........]

- ETA: 2s - loss: 1.7807 - acc: 0.3146


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- ETA: 2s - loss: 1.7617 - acc: 0.3172


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- ETA: 2s - loss: 1.7463 - acc: 0.3216


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- ETA: 2s - loss: 1.7264 - acc: 0.3272


33/39 [========================>.....]

- ETA: 1s - loss: 1.7076 - acc: 0.3317


34/39 [=========================>....]

- ETA: 1s - loss: 1.6929 - acc: 0.3381


35/39 [=========================>....]

- ETA: 1s - loss: 1.6784 - acc: 0.3423


36/39 [==========================>...]

- ETA: 0s - loss: 1.6637 - acc: 0.3465


37/39 [===========================>..]

- ETA: 0s - loss: 1.6485 - acc: 0.3515


38/39 [============================>.]

- ETA: 0s - loss: 1.6324 - acc: 0.3583

128/878 [===>..........................]

- ETA: 1s - loss: 1.1738 - acc: 0.4922


256/878 [=======>......................]

- ETA: 0s - loss: 1.1663 - acc: 0.4922


384/878 [============>.................]

- ETA: 0s - loss: 1.1806 - acc: 0.4557


512/878 [================>.............]

- ETA: 0s - loss: 1.1892 - acc: 0.4492


640/878 [====================>.........]

- ETA: 0s - loss: 1.1991 - acc: 0.4469


768/878 [=========================>....]

- ETA: 0s - loss: 1.2010 - acc: 0.4401


878/878 [==============================]

- 1s 826us/sample - loss: 1.2016 - acc: 0.4431



39/39 [==============================]

- 13s 325ms/step - loss: 1.6203 - acc: 0.3616 - val_loss: 1.2016 - val_acc: 0.4431


Epoch 2/100

1/39 [..............................]

- ETA: 6s - loss: 0.9462 - acc: 0.7109


2/39 [>.............................]

- ETA: 6s - loss: 0.9154 - acc: 0.6758


3/39 [=>............................]

- ETA: 6s - loss: 0.9179 - acc: 0.6536


4/39 [==>...........................]

- ETA: 7s - loss: 0.9146 - acc: 0.6484


5/39 [==>...........................]

- ETA: 8s - loss: 0.9129 - acc: 0.6578


6/39 [===>..........................]

- ETA: 8s - loss: 0.9250 - acc: 0.6549


7/39 [====>.........................]

- ETA: 8s - loss: 0.9565 - acc: 0.6451


8/39 [=====>........................]

- ETA: 8s - loss: 0.9865 - acc: 0.6221


9/39 [=====>........................]

- ETA: 8s - loss: 0.9841 - acc: 0.6155


10/39 [======>.......................]

- ETA: 8s - loss: 0.9829 - acc: 0.6117


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- ETA: 8s - loss: 0.9800 - acc: 0.6108


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- ETA: 8s - loss: 0.9778 - acc: 0.6107


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- ETA: 7s - loss: 0.9756 - acc: 0.6118


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- ETA: 7s - loss: 0.9806 - acc: 0.6083


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- ETA: 7s - loss: 0.9804 - acc: 0.6047


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- ETA: 7s - loss: 0.9748 - acc: 0.6055


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- ETA: 7s - loss: 0.9726 - acc: 0.6080


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- ETA: 6s - loss: 0.9666 - acc: 0.6150


19/39 [=============>................]

- ETA: 6s - loss: 0.9618 - acc: 0.6217


20/39 [==============>...............]

- ETA: 6s - loss: 0.9536 - acc: 0.6285


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- ETA: 5s - loss: 0.9473 - acc: 0.6321


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- ETA: 5s - loss: 0.9409 - acc: 0.6332


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- ETA: 5s - loss: 0.9375 - acc: 0.6352


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- ETA: 4s - loss: 0.9317 - acc: 0.6397


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- ETA: 4s - loss: 0.9209 - acc: 0.6435


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- ETA: 4s - loss: 0.9192 - acc: 0.6413


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- ETA: 3s - loss: 0.9092 - acc: 0.6456


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- ETA: 3s - loss: 0.9026 - acc: 0.6477


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- ETA: 3s - loss: 0.8998 - acc: 0.6483


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- ETA: 2s - loss: 0.8936 - acc: 0.6506


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- ETA: 2s - loss: 0.8841 - acc: 0.6548


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- ETA: 2s - loss: 0.8819 - acc: 0.6556


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- ETA: 1s - loss: 0.8826 - acc: 0.6559


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- ETA: 1s - loss: 0.8713 - acc: 0.6614


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- ETA: 1s - loss: 0.8684 - acc: 0.6629


36/39 [==========================>...]

- ETA: 0s - loss: 0.8663 - acc: 0.6655


37/39 [===========================>..]

- ETA: 0s - loss: 0.8651 - acc: 0.6665


38/39 [============================>.]

- ETA: 0s - loss: 0.8609 - acc: 0.6685

128/878 [===>..........................]

- ETA: 0s - loss: 1.1788 - acc: 0.5625


256/878 [=======>......................]

- ETA: 0s - loss: 1.0420 - acc: 0.6172


384/878 [============>.................]

- ETA: 0s - loss: 1.1021 - acc: 0.5990


512/878 [================>.............]

- ETA: 0s - loss: 1.1224 - acc: 0.5840


640/878 [====================>.........]

- ETA: 0s - loss: 1.1368 - acc: 0.5891


768/878 [=========================>....]

- ETA: 0s - loss: 1.1633 - acc: 0.5859


878/878 [==============================]

- 1s 620us/sample - loss: 1.1532 - acc: 0.5923



39/39 [==============================]

- 14s 348ms/step - loss: 0.8611 - acc: 0.6678 - val_loss: 1.1519 - val_acc: 0.5923


Epoch 3/100

1/39 [..............................]

- ETA: 5s - loss: 0.7518 - acc: 0.7188


2/39 [>.............................]

- ETA: 6s - loss: 0.7002 - acc: 0.7383


3/39 [=>............................]

- ETA: 7s - loss: 0.6998 - acc: 0.7292


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- ETA: 8s - loss: 0.6970 - acc: 0.7344


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- ETA: 8s - loss: 0.6793 - acc: 0.7469


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- ETA: 9s - loss: 0.6785 - acc: 0.7474


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- ETA: 9s - loss: 0.6650 - acc: 0.7567


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- ETA: 9s - loss: 0.6573 - acc: 0.7588


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- ETA: 9s - loss: 0.6445 - acc: 0.7639


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- ETA: 8s - loss: 0.6502 - acc: 0.7586


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- ETA: 8s - loss: 0.6485 - acc: 0.7607


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- ETA: 8s - loss: 0.6502 - acc: 0.7585


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- ETA: 8s - loss: 0.6512 - acc: 0.7596


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- ETA: 7s - loss: 0.6617 - acc: 0.7545


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- ETA: 7s - loss: 0.6602 - acc: 0.7563


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- ETA: 7s - loss: 0.6604 - acc: 0.7588


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- ETA: 7s - loss: 0.6556 - acc: 0.7601


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- ETA: 6s - loss: 0.6552 - acc: 0.7591


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- ETA: 6s - loss: 0.6491 - acc: 0.7607


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- ETA: 6s - loss: 0.6517 - acc: 0.7602


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- ETA: 5s - loss: 0.6503 - acc: 0.7619


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- ETA: 5s - loss: 0.6456 - acc: 0.7646


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- ETA: 3s - loss: 0.6277 - acc: 0.7697


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- ETA: 3s - loss: 0.6220 - acc: 0.7728


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- ETA: 0s - loss: 0.6072 - acc: 0.7782


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- ETA: 0s - loss: 0.6069 - acc: 0.7796

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- ETA: 0s - loss: 1.5051 - acc: 0.6016


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- ETA: 0s - loss: 1.2994 - acc: 0.6680


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- ETA: 0s - loss: 1.3918 - acc: 0.6380


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- ETA: 0s - loss: 1.4064 - acc: 0.6289


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- ETA: 0s - loss: 1.4239 - acc: 0.6313


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- ETA: 0s - loss: 1.4622 - acc: 0.6263


878/878 [==============================]

- 1s 612us/sample - loss: 1.4531 - acc: 0.6264



39/39 [==============================]

- 14s 353ms/step - loss: 0.6057 - acc: 0.7800 - val_loss: 1.4520 - val_acc: 0.6264


Epoch 4/100

1/39 [..............................]

- ETA: 6s - loss: 0.6778 - acc: 0.7812


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- ETA: 6s - loss: 0.6084 - acc: 0.7812


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- ETA: 7s - loss: 0.5941 - acc: 0.7943


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- ETA: 8s - loss: 0.6007 - acc: 0.7852


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- ETA: 9s - loss: 0.5858 - acc: 0.7875


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- ETA: 9s - loss: 0.5832 - acc: 0.7891


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- ETA: 9s - loss: 0.5991 - acc: 0.7812


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- ETA: 9s - loss: 0.5687 - acc: 0.7930


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- ETA: 8s - loss: 0.5531 - acc: 0.7977


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- ETA: 8s - loss: 0.5620 - acc: 0.7922


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- ETA: 8s - loss: 0.5607 - acc: 0.7912


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- ETA: 7s - loss: 0.5686 - acc: 0.7891


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- ETA: 7s - loss: 0.5583 - acc: 0.7902


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- ETA: 7s - loss: 0.5614 - acc: 0.7906


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- ETA: 7s - loss: 0.5607 - acc: 0.7925


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- ETA: 6s - loss: 0.5703 - acc: 0.7895


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- ETA: 6s - loss: 0.5625 - acc: 0.7951


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- ETA: 6s - loss: 0.5594 - acc: 0.7977


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- ETA: 6s - loss: 0.5540 - acc: 0.7988


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- ETA: 5s - loss: 0.5593 - acc: 0.7958


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- ETA: 5s - loss: 0.5526 - acc: 0.7990


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- ETA: 5s - loss: 0.5505 - acc: 0.8003


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- ETA: 4s - loss: 0.5465 - acc: 0.8028


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- ETA: 2s - loss: 0.5584 - acc: 0.7969


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- ETA: 0s - loss: 0.5521 - acc: 0.7973


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- ETA: 0s - loss: 0.5499 - acc: 0.7983

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- ETA: 0s - loss: 1.2227 - acc: 0.5872


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- ETA: 0s - loss: 1.0317 - acc: 0.6606


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- ETA: 0s - loss: 1.0693 - acc: 0.6514


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- ETA: 0s - loss: 1.1257 - acc: 0.6239


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- ETA: 0s - loss: 1.1451 - acc: 0.6225


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- ETA: 0s - loss: 1.1255 - acc: 0.6284


878/878 [==============================]

- 1s 854us/sample - loss: 1.1278 - acc: 0.6298



39/39 [==============================]

- 14s 350ms/step - loss: 0.5479 - acc: 0.7985 - val_loss: 1.1604 - val_acc: 0.6298


Epoch 5/100

1/39 [..............................]

- ETA: 17s - loss: 0.4319 - acc: 0.8281


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- ETA: 12s - loss: 0.3844 - acc: 0.8633


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- ETA: 9s - loss: 0.4616 - acc: 0.8411


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- ETA: 8s - loss: 0.4866 - acc: 0.8203


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- ETA: 8s - loss: 0.4978 - acc: 0.8141


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- ETA: 8s - loss: 0.5046 - acc: 0.8086


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- ETA: 8s - loss: 0.4995 - acc: 0.8103


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- ETA: 8s - loss: 0.4977 - acc: 0.8115


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- ETA: 8s - loss: 0.4973 - acc: 0.8151


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- ETA: 8s - loss: 0.4917 - acc: 0.8156


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- ETA: 8s - loss: 0.4907 - acc: 0.8146


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- ETA: 8s - loss: 0.4906 - acc: 0.8164


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- ETA: 8s - loss: 0.4867 - acc: 0.8155


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- ETA: 7s - loss: 0.4759 - acc: 0.8209


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- ETA: 7s - loss: 0.4682 - acc: 0.8214


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- ETA: 7s - loss: 0.4623 - acc: 0.8242


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- ETA: 7s - loss: 0.4642 - acc: 0.8244


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- ETA: 6s - loss: 0.4636 - acc: 0.8255


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- ETA: 6s - loss: 0.4669 - acc: 0.8244


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- ETA: 6s - loss: 0.4600 - acc: 0.8266


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- ETA: 5s - loss: 0.4609 - acc: 0.8259


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- ETA: 5s - loss: 0.4679 - acc: 0.8235


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- ETA: 5s - loss: 0.4701 - acc: 0.8237


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- ETA: 4s - loss: 0.4742 - acc: 0.8219


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- ETA: 4s - loss: 0.4741 - acc: 0.8225


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- ETA: 4s - loss: 0.4808 - acc: 0.8209


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- ETA: 4s - loss: 0.4816 - acc: 0.8192


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- ETA: 3s - loss: 0.4794 - acc: 0.8198


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- ETA: 3s - loss: 0.4853 - acc: 0.8176


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- ETA: 3s - loss: 0.4844 - acc: 0.8161


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- ETA: 2s - loss: 0.4858 - acc: 0.8148


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- ETA: 2s - loss: 0.4856 - acc: 0.8154


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- ETA: 2s - loss: 0.4897 - acc: 0.8125


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- ETA: 1s - loss: 0.4887 - acc: 0.8140


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- ETA: 1s - loss: 0.4864 - acc: 0.8153


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- ETA: 1s - loss: 0.4850 - acc: 0.8154


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- ETA: 0s - loss: 0.4856 - acc: 0.8162


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- ETA: 0s - loss: 0.4915 - acc: 0.8149

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- ETA: 0s - loss: 1.3194 - acc: 0.5859


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- ETA: 0s - loss: 1.1325 - acc: 0.6523


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- ETA: 0s - loss: 1.2722 - acc: 0.6328


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- ETA: 0s - loss: 1.2690 - acc: 0.6328


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- ETA: 0s - loss: 1.2957 - acc: 0.6187


768/878 [=========================>....]

- ETA: 0s - loss: 1.3387 - acc: 0.6068


878/878 [==============================]

- 1s 596us/sample - loss: 1.3203 - acc: 0.6093



39/39 [==============================]

- 14s 356ms/step - loss: 0.4930 - acc: 0.8144 - val_loss: 1.3181 - val_acc: 0.6093


Epoch 6/100

1/39 [..............................]

- ETA: 5s - loss: 0.3647 - acc: 0.8516


2/39 [>.............................]

- ETA: 5s - loss: 0.3366 - acc: 0.8789


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- ETA: 7s - loss: 0.3584 - acc: 0.8594


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- ETA: 8s - loss: 0.3626 - acc: 0.8613


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- ETA: 8s - loss: 0.3919 - acc: 0.8531


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- ETA: 9s - loss: 0.4058 - acc: 0.8490


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- ETA: 9s - loss: 0.4042 - acc: 0.8516


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- ETA: 9s - loss: 0.3985 - acc: 0.8545


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- ETA: 8s - loss: 0.4070 - acc: 0.8507


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- ETA: 8s - loss: 0.4273 - acc: 0.8430


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- ETA: 8s - loss: 0.4250 - acc: 0.8473


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- ETA: 8s - loss: 0.4330 - acc: 0.8444


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- ETA: 8s - loss: 0.4487 - acc: 0.8401


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- ETA: 7s - loss: 0.4543 - acc: 0.8371


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- ETA: 7s - loss: 0.4528 - acc: 0.8370


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- ETA: 7s - loss: 0.4498 - acc: 0.8384


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- ETA: 7s - loss: 0.4500 - acc: 0.8396


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- ETA: 6s - loss: 0.4501 - acc: 0.8398


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- ETA: 6s - loss: 0.4528 - acc: 0.8384


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- ETA: 6s - loss: 0.4542 - acc: 0.8367


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- ETA: 5s - loss: 0.4497 - acc: 0.8385


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- ETA: 5s - loss: 0.4467 - acc: 0.8398


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- ETA: 5s - loss: 0.4418 - acc: 0.8407


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- ETA: 4s - loss: 0.4377 - acc: 0.8434


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- ETA: 4s - loss: 0.4459 - acc: 0.8400


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- ETA: 4s - loss: 0.4458 - acc: 0.8392


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- ETA: 3s - loss: 0.4442 - acc: 0.8400


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- ETA: 3s - loss: 0.4499 - acc: 0.8373


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- ETA: 3s - loss: 0.4448 - acc: 0.8383


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- ETA: 2s - loss: 0.4446 - acc: 0.8383


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- ETA: 2s - loss: 0.4422 - acc: 0.8389


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- ETA: 2s - loss: 0.4442 - acc: 0.8376


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- ETA: 1s - loss: 0.4453 - acc: 0.8392


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- ETA: 1s - loss: 0.4424 - acc: 0.8408


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- ETA: 1s - loss: 0.4380 - acc: 0.8429


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- ETA: 0s - loss: 0.4346 - acc: 0.8444


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- ETA: 0s - loss: 0.4342 - acc: 0.8448


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- ETA: 0s - loss: 0.4340 - acc: 0.8442

128/878 [===>..........................]

- ETA: 0s - loss: 1.9664 - acc: 0.5938


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- ETA: 0s - loss: 1.6916 - acc: 0.6445


384/878 [============>.................]

- ETA: 0s - loss: 1.7899 - acc: 0.6302


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- ETA: 0s - loss: 1.8203 - acc: 0.6191


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- ETA: 0s - loss: 1.8426 - acc: 0.6219


768/878 [=========================>....]

- ETA: 0s - loss: 1.9116 - acc: 0.6198


878/878 [==============================]

- 1s 845us/sample - loss: 1.8887 - acc: 0.6230



39/39 [==============================]

- 14s 351ms/step - loss: 0.4345 - acc: 0.8444 - val_loss: 1.8858 - val_acc: 0.6230


Epoch 7/100

1/39 [..............................]

- ETA: 6s - loss: 0.3766 - acc: 0.8516


2/39 [>.............................]

- ETA: 6s - loss: 0.4137 - acc: 0.8438


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- ETA: 6s - loss: 0.3938 - acc: 0.8542


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- ETA: 7s - loss: 0.4079 - acc: 0.8535


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- ETA: 8s - loss: 0.4230 - acc: 0.8578


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- ETA: 8s - loss: 0.4295 - acc: 0.8555


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- ETA: 8s - loss: 0.4251 - acc: 0.8571


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- ETA: 8s - loss: 0.4206 - acc: 0.8525


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- ETA: 8s - loss: 0.4174 - acc: 0.8516


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- ETA: 8s - loss: 0.4204 - acc: 0.8516


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- ETA: 8s - loss: 0.4272 - acc: 0.8516


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- ETA: 8s - loss: 0.4154 - acc: 0.8555


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- ETA: 8s - loss: 0.4127 - acc: 0.8558


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- ETA: 7s - loss: 0.4052 - acc: 0.8571


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- ETA: 7s - loss: 0.3996 - acc: 0.8578


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- ETA: 7s - loss: 0.4036 - acc: 0.8569


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- ETA: 7s - loss: 0.4012 - acc: 0.8575


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- ETA: 6s - loss: 0.4015 - acc: 0.8568


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- ETA: 6s - loss: 0.4044 - acc: 0.8573


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- ETA: 6s - loss: 0.4079 - acc: 0.8555


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- ETA: 5s - loss: 0.4107 - acc: 0.8549


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- ETA: 5s - loss: 0.4127 - acc: 0.8541


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- ETA: 5s - loss: 0.4118 - acc: 0.8533


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- ETA: 4s - loss: 0.4080 - acc: 0.8542


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- ETA: 4s - loss: 0.4120 - acc: 0.8522


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- ETA: 4s - loss: 0.4095 - acc: 0.8540


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- ETA: 4s - loss: 0.4066 - acc: 0.8554


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- ETA: 3s - loss: 0.4068 - acc: 0.8553


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- ETA: 3s - loss: 0.4050 - acc: 0.8551


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- ETA: 3s - loss: 0.4020 - acc: 0.8561


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- ETA: 2s - loss: 0.4055 - acc: 0.8546


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- ETA: 2s - loss: 0.4043 - acc: 0.8553


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- ETA: 2s - loss: 0.4002 - acc: 0.8568


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- ETA: 1s - loss: 0.4051 - acc: 0.8541


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- ETA: 1s - loss: 0.4019 - acc: 0.8552


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- ETA: 1s - loss: 0.3987 - acc: 0.8564


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- ETA: 0s - loss: 0.3996 - acc: 0.8561


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- ETA: 0s - loss: 0.3993 - acc: 0.8563

128/878 [===>..........................]

- ETA: 0s - loss: 1.1169 - acc: 0.6641


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- ETA: 0s - loss: 0.9517 - acc: 0.6953


384/878 [============>.................]

- ETA: 0s - loss: 1.0422 - acc: 0.6771


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- ETA: 0s - loss: 1.0399 - acc: 0.6758


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- ETA: 0s - loss: 1.0761 - acc: 0.6734


768/878 [=========================>....]

- ETA: 0s - loss: 1.1034 - acc: 0.6615


878/878 [==============================]

- 1s 696us/sample - loss: 1.0794 - acc: 0.6617



39/39 [==============================]

- 14s 356ms/step - loss: 0.4006 - acc: 0.8564 - val_loss: 1.0765 - val_acc: 0.6617


Epoch 8/100

1/39 [..............................]

- ETA: 19s - loss: 0.3085 - acc: 0.8906


2/39 [>.............................]

- ETA: 13s - loss: 0.3331 - acc: 0.8750


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- ETA: 10s - loss: 0.3275 - acc: 0.8854


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- ETA: 9s - loss: 0.3329 - acc: 0.8867


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- ETA: 8s - loss: 0.3202 - acc: 0.8859


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- ETA: 8s - loss: 0.3245 - acc: 0.8867


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- ETA: 8s - loss: 0.3097 - acc: 0.8906


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- ETA: 8s - loss: 0.3185 - acc: 0.8906


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- ETA: 8s - loss: 0.3376 - acc: 0.8828


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- ETA: 8s - loss: 0.3395 - acc: 0.8805


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- ETA: 8s - loss: 0.3582 - acc: 0.8707


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- ETA: 8s - loss: 0.3686 - acc: 0.8672


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- ETA: 7s - loss: 0.4054 - acc: 0.8594


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- ETA: 7s - loss: 0.4237 - acc: 0.8521


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- ETA: 7s - loss: 0.4256 - acc: 0.8505


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- ETA: 7s - loss: 0.4184 - acc: 0.8521


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- ETA: 6s - loss: 0.4108 - acc: 0.8548


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- ETA: 6s - loss: 0.4137 - acc: 0.8529


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- ETA: 6s - loss: 0.4177 - acc: 0.8495


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- ETA: 6s - loss: 0.4184 - acc: 0.8492


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- ETA: 5s - loss: 0.4141 - acc: 0.8516


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- ETA: 5s - loss: 0.4177 - acc: 0.8505


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- ETA: 5s - loss: 0.4237 - acc: 0.8495


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- ETA: 4s - loss: 0.4247 - acc: 0.8486


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- ETA: 4s - loss: 0.4233 - acc: 0.8494


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- ETA: 4s - loss: 0.4208 - acc: 0.8498


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- ETA: 3s - loss: 0.4185 - acc: 0.8492


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- ETA: 3s - loss: 0.4197 - acc: 0.8504


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- ETA: 3s - loss: 0.4236 - acc: 0.8502


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- ETA: 2s - loss: 0.4243 - acc: 0.8487


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- ETA: 2s - loss: 0.4240 - acc: 0.8483


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- ETA: 2s - loss: 0.4232 - acc: 0.8477


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- ETA: 1s - loss: 0.4226 - acc: 0.8480


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- ETA: 1s - loss: 0.4219 - acc: 0.8474


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- ETA: 1s - loss: 0.4221 - acc: 0.8469


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- ETA: 0s - loss: 0.4233 - acc: 0.8470


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- ETA: 0s - loss: 0.4203 - acc: 0.8474


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- ETA: 0s - loss: 0.4237 - acc: 0.8458

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- ETA: 0s - loss: 1.4896 - acc: 0.6094


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- ETA: 0s - loss: 1.2836 - acc: 0.6680


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- ETA: 0s - loss: 1.4379 - acc: 0.6406


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- ETA: 0s - loss: 1.4461 - acc: 0.6367


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- ETA: 0s - loss: 1.4392 - acc: 0.6328


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- ETA: 0s - loss: 1.4969 - acc: 0.6224


878/878 [==============================]

- 1s 617us/sample - loss: 1.4800 - acc: 0.6207



39/39 [==============================]

- 13s 345ms/step - loss: 0.4216 - acc: 0.8458 - val_loss: 1.4780 - val_acc: 0.6207


Epoch 9/100

1/39 [..............................]

- ETA: 6s - loss: 0.3740 - acc: 0.8750


2/39 [>.............................]

- ETA: 6s - loss: 0.4020 - acc: 0.8633


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- ETA: 6s - loss: 0.3780 - acc: 0.8750


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- ETA: 8s - loss: 0.3977 - acc: 0.8711


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- ETA: 9s - loss: 0.4263 - acc: 0.8609


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- ETA: 9s - loss: 0.4151 - acc: 0.8594


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- ETA: 9s - loss: 0.4112 - acc: 0.8538


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- ETA: 9s - loss: 0.4155 - acc: 0.8537


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- ETA: 9s - loss: 0.4074 - acc: 0.8544


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- ETA: 8s - loss: 0.4052 - acc: 0.8565


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- ETA: 8s - loss: 0.3994 - acc: 0.8596


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- ETA: 8s - loss: 0.3980 - acc: 0.8563


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- ETA: 8s - loss: 0.4011 - acc: 0.8571


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- ETA: 8s - loss: 0.3965 - acc: 0.8590


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- ETA: 7s - loss: 0.3948 - acc: 0.8553


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- ETA: 7s - loss: 0.3986 - acc: 0.8556


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- ETA: 7s - loss: 0.4027 - acc: 0.8554


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- ETA: 7s - loss: 0.3979 - acc: 0.8569


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- ETA: 6s - loss: 0.3965 - acc: 0.8566


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- ETA: 6s - loss: 0.4000 - acc: 0.8552


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- ETA: 6s - loss: 0.4026 - acc: 0.8543


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- ETA: 5s - loss: 0.4140 - acc: 0.8509


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- ETA: 5s - loss: 0.4135 - acc: 0.8520


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- ETA: 5s - loss: 0.4120 - acc: 0.8533


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- ETA: 4s - loss: 0.4076 - acc: 0.8554


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- ETA: 4s - loss: 0.4049 - acc: 0.8568


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- ETA: 4s - loss: 0.4057 - acc: 0.8557


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- ETA: 3s - loss: 0.4027 - acc: 0.8569


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- ETA: 3s - loss: 0.4071 - acc: 0.8565


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- ETA: 3s - loss: 0.4024 - acc: 0.8579


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- ETA: 2s - loss: 0.3999 - acc: 0.8587


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- ETA: 2s - loss: 0.3958 - acc: 0.8585


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- ETA: 2s - loss: 0.3942 - acc: 0.8595


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- ETA: 1s - loss: 0.3957 - acc: 0.8588


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- ETA: 1s - loss: 0.3944 - acc: 0.8590


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- ETA: 1s - loss: 0.3931 - acc: 0.8592


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- ETA: 0s - loss: 0.3938 - acc: 0.8584


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- ETA: 0s - loss: 0.3919 - acc: 0.8588

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- ETA: 0s - loss: 0.9281 - acc: 0.7031


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- ETA: 0s - loss: 0.8479 - acc: 0.7305


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- ETA: 0s - loss: 0.9696 - acc: 0.7135


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- ETA: 0s - loss: 0.9850 - acc: 0.6914


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- ETA: 0s - loss: 0.9751 - acc: 0.7000


768/878 [=========================>....]

- ETA: 0s - loss: 1.0162 - acc: 0.6862


878/878 [==============================]

- 1s 601us/sample - loss: 0.9993 - acc: 0.6913



39/39 [==============================]

- 14s 362ms/step - loss: 0.3912 - acc: 0.8590 - val_loss: 0.9972 - val_acc: 0.6913


Epoch 10/100

1/39 [..............................]

- ETA: 5s - loss: 0.2973 - acc: 0.8906


2/39 [>.............................]

- ETA: 5s - loss: 0.3191 - acc: 0.8828


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- ETA: 6s - loss: 0.3134 - acc: 0.8906


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- ETA: 8s - loss: 0.3216 - acc: 0.8867


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- ETA: 8s - loss: 0.3183 - acc: 0.8813


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- ETA: 8s - loss: 0.3398 - acc: 0.8659


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- ETA: 8s - loss: 0.3315 - acc: 0.8728


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- ETA: 8s - loss: 0.3208 - acc: 0.8789


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- ETA: 8s - loss: 0.3319 - acc: 0.8715


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- ETA: 8s - loss: 0.3322 - acc: 0.8727


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- ETA: 8s - loss: 0.3453 - acc: 0.8672


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- ETA: 8s - loss: 0.3415 - acc: 0.8711


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- ETA: 7s - loss: 0.3391 - acc: 0.8729


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- ETA: 7s - loss: 0.3446 - acc: 0.8720


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- ETA: 7s - loss: 0.3484 - acc: 0.8695


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- ETA: 7s - loss: 0.3549 - acc: 0.8630


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- ETA: 6s - loss: 0.3663 - acc: 0.8591


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- ETA: 6s - loss: 0.3627 - acc: 0.8617


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- ETA: 6s - loss: 0.3647 - acc: 0.8603


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- ETA: 5s - loss: 0.3627 - acc: 0.8611


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- ETA: 5s - loss: 0.3629 - acc: 0.8599


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- ETA: 5s - loss: 0.3692 - acc: 0.8559


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- ETA: 5s - loss: 0.3695 - acc: 0.8564


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- ETA: 4s - loss: 0.3691 - acc: 0.8559


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- ETA: 4s - loss: 0.3667 - acc: 0.8579


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- ETA: 4s - loss: 0.3651 - acc: 0.8583


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- ETA: 3s - loss: 0.3664 - acc: 0.8580


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- ETA: 3s - loss: 0.3647 - acc: 0.8592


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- ETA: 3s - loss: 0.3646 - acc: 0.8592


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- ETA: 2s - loss: 0.3697 - acc: 0.8579


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- ETA: 2s - loss: 0.3682 - acc: 0.8577


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- ETA: 2s - loss: 0.3668 - acc: 0.8572


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- ETA: 1s - loss: 0.3657 - acc: 0.8578


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- ETA: 1s - loss: 0.3674 - acc: 0.8574


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- ETA: 1s - loss: 0.3671 - acc: 0.8590


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- ETA: 0s - loss: 0.3666 - acc: 0.8592


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- ETA: 0s - loss: 0.3639 - acc: 0.8614


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- ETA: 0s - loss: 0.3669 - acc: 0.8615

128/878 [===>..........................]

- ETA: 0s - loss: 0.8701 - acc: 0.7266


256/878 [=======>......................]

- ETA: 0s - loss: 0.7414 - acc: 0.7578


384/878 [============>.................]

- ETA: 0s - loss: 0.8256 - acc: 0.7448


512/878 [================>.............]

- ETA: 0s - loss: 0.8319 - acc: 0.7344


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- ETA: 0s - loss: 0.8398 - acc: 0.7359


768/878 [=========================>....]

- ETA: 0s - loss: 0.8863 - acc: 0.7214


878/878 [==============================]

- 1s 974us/sample - loss: 0.8665 - acc: 0.7255



39/39 [==============================]

- 14s 350ms/step - loss: 0.3645 - acc: 0.8627 - val_loss: 0.8640 - val_acc: 0.7255


Epoch 11/100

1/39 [..............................]

- ETA: 7s - loss: 0.3101 - acc: 0.8906


2/39 [>.............................]

- ETA: 7s - loss: 0.3189 - acc: 0.8750


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- ETA: 6s - loss: 0.3080 - acc: 0.8854


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- ETA: 6s - loss: 0.3468 - acc: 0.8750


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- ETA: 7s - loss: 0.3320 - acc: 0.8797


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- ETA: 7s - loss: 0.3250 - acc: 0.8815


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- ETA: 8s - loss: 0.3255 - acc: 0.8795


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- ETA: 8s - loss: 0.3262 - acc: 0.8789


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- ETA: 8s - loss: 0.3277 - acc: 0.8811


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- ETA: 8s - loss: 0.3288 - acc: 0.8803


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- ETA: 8s - loss: 0.3276 - acc: 0.8776


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- ETA: 7s - loss: 0.3256 - acc: 0.8780


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- ETA: 7s - loss: 0.3254 - acc: 0.8760


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- ETA: 7s - loss: 0.3184 - acc: 0.8793


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- ETA: 7s - loss: 0.3208 - acc: 0.8753


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- ETA: 7s - loss: 0.3189 - acc: 0.8768


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- ETA: 6s - loss: 0.3282 - acc: 0.8744


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- ETA: 6s - loss: 0.3238 - acc: 0.8761


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- ETA: 6s - loss: 0.3182 - acc: 0.8777


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- ETA: 6s - loss: 0.3207 - acc: 0.8764


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- ETA: 5s - loss: 0.3241 - acc: 0.8737


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- ETA: 5s - loss: 0.3204 - acc: 0.8756


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- ETA: 5s - loss: 0.3231 - acc: 0.8752


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- ETA: 4s - loss: 0.3207 - acc: 0.8768


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- ETA: 4s - loss: 0.3201 - acc: 0.8771


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- ETA: 4s - loss: 0.3214 - acc: 0.8752


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- ETA: 3s - loss: 0.3203 - acc: 0.8766


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- ETA: 3s - loss: 0.3198 - acc: 0.8774


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- ETA: 3s - loss: 0.3170 - acc: 0.8784


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- ETA: 2s - loss: 0.3131 - acc: 0.8801


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- ETA: 2s - loss: 0.3159 - acc: 0.8797


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- ETA: 2s - loss: 0.3143 - acc: 0.8805


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- ETA: 1s - loss: 0.3118 - acc: 0.8813


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- ETA: 1s - loss: 0.3083 - acc: 0.8825


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- ETA: 1s - loss: 0.3097 - acc: 0.8823


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- ETA: 1s - loss: 0.3145 - acc: 0.8806


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- ETA: 0s - loss: 0.3120 - acc: 0.8815


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- ETA: 0s - loss: 0.3142 - acc: 0.8809

128/878 [===>..........................]

- ETA: 0s - loss: 0.5924 - acc: 0.7656


256/878 [=======>......................]

- ETA: 0s - loss: 0.5400 - acc: 0.8086


384/878 [============>.................]

- ETA: 0s - loss: 0.6237 - acc: 0.8021


512/878 [================>.............]

- ETA: 0s - loss: 0.6113 - acc: 0.8008


640/878 [====================>.........]

- ETA: 0s - loss: 0.6062 - acc: 0.7922


768/878 [=========================>....]

- ETA: 0s - loss: 0.6329 - acc: 0.7760


878/878 [==============================]

- 1s 602us/sample - loss: 0.6185 - acc: 0.7768



39/39 [==============================]

- 14s 350ms/step - loss: 0.3153 - acc: 0.8812 - val_loss: 0.6167 - val_acc: 0.7768


Epoch 12/100

1/39 [..............................]

- ETA: 5s - loss: 0.2989 - acc: 0.9062


2/39 [>.............................]

- ETA: 5s - loss: 0.2722 - acc: 0.8945


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- ETA: 7s - loss: 0.2994 - acc: 0.8828


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- ETA: 8s - loss: 0.2836 - acc: 0.8848


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- ETA: 8s - loss: 0.2822 - acc: 0.8813


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- ETA: 8s - loss: 0.2872 - acc: 0.8815


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- ETA: 9s - loss: 0.3059 - acc: 0.8772


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- ETA: 8s - loss: 0.3109 - acc: 0.8740


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- ETA: 8s - loss: 0.3155 - acc: 0.8750


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- ETA: 8s - loss: 0.3229 - acc: 0.8758


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- ETA: 8s - loss: 0.3202 - acc: 0.8771


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- ETA: 8s - loss: 0.3297 - acc: 0.8717


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- ETA: 7s - loss: 0.3286 - acc: 0.8717


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- ETA: 7s - loss: 0.3292 - acc: 0.8714


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- ETA: 7s - loss: 0.3386 - acc: 0.8680


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- ETA: 7s - loss: 0.3454 - acc: 0.8664


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- ETA: 6s - loss: 0.3441 - acc: 0.8660


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- ETA: 6s - loss: 0.3399 - acc: 0.8683


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- ETA: 6s - loss: 0.3370 - acc: 0.8695


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- ETA: 5s - loss: 0.3420 - acc: 0.8686


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- ETA: 5s - loss: 0.3395 - acc: 0.8692


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- ETA: 5s - loss: 0.3392 - acc: 0.8691


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- ETA: 5s - loss: 0.3364 - acc: 0.8708


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- ETA: 4s - loss: 0.3326 - acc: 0.8729


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- ETA: 4s - loss: 0.3286 - acc: 0.8733


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- ETA: 4s - loss: 0.3281 - acc: 0.8734


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- ETA: 3s - loss: 0.3282 - acc: 0.8740


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- ETA: 3s - loss: 0.3283 - acc: 0.8732


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- ETA: 3s - loss: 0.3315 - acc: 0.8725


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- ETA: 2s - loss: 0.3291 - acc: 0.8739


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- ETA: 2s - loss: 0.3283 - acc: 0.8744


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- ETA: 2s - loss: 0.3304 - acc: 0.8737


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- ETA: 1s - loss: 0.3310 - acc: 0.8735


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- ETA: 1s - loss: 0.3342 - acc: 0.8712


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- ETA: 1s - loss: 0.3348 - acc: 0.8718


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- ETA: 0s - loss: 0.3331 - acc: 0.8734


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- ETA: 0s - loss: 0.3350 - acc: 0.8734


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- ETA: 0s - loss: 0.3367 - acc: 0.8720

128/878 [===>..........................]

- ETA: 0s - loss: 0.5061 - acc: 0.8125


256/878 [=======>......................]

- ETA: 0s - loss: 0.4924 - acc: 0.8320


384/878 [============>.................]

- ETA: 0s - loss: 0.5280 - acc: 0.8255


512/878 [================>.............]

- ETA: 0s - loss: 0.5203 - acc: 0.8203


640/878 [====================>.........]

- ETA: 0s - loss: 0.5287 - acc: 0.8234


768/878 [=========================>....]

- ETA: 0s - loss: 0.5576 - acc: 0.8047


878/878 [==============================]

- 1s 630us/sample - loss: 0.5402 - acc: 0.8098



39/39 [==============================]

- 13s 338ms/step - loss: 0.3363 - acc: 0.8723 - val_loss: 0.5381 - val_acc: 0.8098


Epoch 13/100

1/39 [..............................]

- ETA: 6s - loss: 0.3558 - acc: 0.8984


2/39 [>.............................]

- ETA: 6s - loss: 0.3595 - acc: 0.8867


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- ETA: 8s - loss: 0.3038 - acc: 0.9010


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- ETA: 9s - loss: 0.3192 - acc: 0.8945


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- ETA: 9s - loss: 0.3091 - acc: 0.9031


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- ETA: 9s - loss: 0.3173 - acc: 0.8958


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- ETA: 9s - loss: 0.3386 - acc: 0.8862


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- ETA: 9s - loss: 0.3324 - acc: 0.8887


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- ETA: 9s - loss: 0.3291 - acc: 0.8880


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- ETA: 9s - loss: 0.3294 - acc: 0.8867


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- ETA: 8s - loss: 0.3269 - acc: 0.8871


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- ETA: 8s - loss: 0.3216 - acc: 0.8880


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- ETA: 8s - loss: 0.3200 - acc: 0.8858


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- ETA: 8s - loss: 0.3152 - acc: 0.8867


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- ETA: 7s - loss: 0.3178 - acc: 0.8865


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- ETA: 7s - loss: 0.3143 - acc: 0.8877


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- ETA: 7s - loss: 0.3164 - acc: 0.8856


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- ETA: 6s - loss: 0.3148 - acc: 0.8867


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- ETA: 6s - loss: 0.3095 - acc: 0.8886


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- ETA: 6s - loss: 0.3047 - acc: 0.8895


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- ETA: 6s - loss: 0.3073 - acc: 0.8880


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- ETA: 5s - loss: 0.3076 - acc: 0.8885


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- ETA: 5s - loss: 0.3067 - acc: 0.8886


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- ETA: 5s - loss: 0.3003 - acc: 0.8896


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- ETA: 4s - loss: 0.2960 - acc: 0.8912


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- ETA: 4s - loss: 0.3021 - acc: 0.8897


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- ETA: 4s - loss: 0.3016 - acc: 0.8900


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- ETA: 3s - loss: 0.2976 - acc: 0.8906


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- ETA: 3s - loss: 0.2969 - acc: 0.8903


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- ETA: 3s - loss: 0.2955 - acc: 0.8909


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- ETA: 2s - loss: 0.2962 - acc: 0.8904


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- ETA: 2s - loss: 0.2945 - acc: 0.8909


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- ETA: 2s - loss: 0.2924 - acc: 0.8925


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- ETA: 1s - loss: 0.2923 - acc: 0.8922


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- ETA: 1s - loss: 0.2901 - acc: 0.8928


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- ETA: 1s - loss: 0.2905 - acc: 0.8924


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- ETA: 0s - loss: 0.2911 - acc: 0.8919


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- ETA: 0s - loss: 0.2900 - acc: 0.8921

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- ETA: 0s - loss: 0.6876 - acc: 0.7578


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- ETA: 0s - loss: 0.6064 - acc: 0.8047


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- ETA: 0s - loss: 0.7205 - acc: 0.7812


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- ETA: 0s - loss: 0.7139 - acc: 0.7754


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- ETA: 0s - loss: 0.7008 - acc: 0.7703


768/878 [=========================>....]

- ETA: 0s - loss: 0.7385 - acc: 0.7539


878/878 [==============================]

- 1s 607us/sample - loss: 0.7293 - acc: 0.7540



39/39 [==============================]

- 14s 353ms/step - loss: 0.2885 - acc: 0.8926 - val_loss: 0.7281 - val_acc: 0.7540


Epoch 14/100

1/39 [..............................]

- ETA: 7s - loss: 0.2797 - acc: 0.8750


2/39 [>.............................]

- ETA: 8s - loss: 0.2791 - acc: 0.8750


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- ETA: 7s - loss: 0.2780 - acc: 0.8880


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- ETA: 8s - loss: 0.2861 - acc: 0.8789


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- ETA: 8s - loss: 0.2731 - acc: 0.8906


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- ETA: 8s - loss: 0.2798 - acc: 0.8879


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- ETA: 8s - loss: 0.2736 - acc: 0.8917


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- ETA: 8s - loss: 0.2758 - acc: 0.8925


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- ETA: 8s - loss: 0.2741 - acc: 0.8959


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- ETA: 8s - loss: 0.2746 - acc: 0.8898


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- ETA: 8s - loss: 0.2728 - acc: 0.8906


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- ETA: 8s - loss: 0.2750 - acc: 0.8893


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- ETA: 7s - loss: 0.2683 - acc: 0.8936


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- ETA: 7s - loss: 0.2708 - acc: 0.8923


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- ETA: 7s - loss: 0.2648 - acc: 0.8948


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- ETA: 7s - loss: 0.2624 - acc: 0.8970


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- ETA: 6s - loss: 0.2628 - acc: 0.8989


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- ETA: 6s - loss: 0.2606 - acc: 0.9007


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- ETA: 6s - loss: 0.2571 - acc: 0.9022


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- ETA: 5s - loss: 0.2562 - acc: 0.9024


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- ETA: 5s - loss: 0.2560 - acc: 0.9011


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- ETA: 5s - loss: 0.2570 - acc: 0.9017


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- ETA: 5s - loss: 0.2544 - acc: 0.9019


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- ETA: 4s - loss: 0.2560 - acc: 0.9004


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- ETA: 4s - loss: 0.2566 - acc: 0.9010


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- ETA: 4s - loss: 0.2565 - acc: 0.9006


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- ETA: 3s - loss: 0.2569 - acc: 0.8999


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- ETA: 3s - loss: 0.2548 - acc: 0.9007


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- ETA: 3s - loss: 0.2557 - acc: 0.9006


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- ETA: 2s - loss: 0.2569 - acc: 0.8998


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- ETA: 2s - loss: 0.2583 - acc: 0.8987


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- ETA: 2s - loss: 0.2628 - acc: 0.8972


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- ETA: 1s - loss: 0.2633 - acc: 0.8975


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- ETA: 1s - loss: 0.2635 - acc: 0.8966


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- ETA: 1s - loss: 0.2634 - acc: 0.8969


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- ETA: 0s - loss: 0.2656 - acc: 0.8963


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- ETA: 0s - loss: 0.2675 - acc: 0.8955


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- ETA: 0s - loss: 0.2674 - acc: 0.8958

128/878 [===>..........................]

- ETA: 0s - loss: 0.3789 - acc: 0.8594


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- ETA: 0s - loss: 0.3367 - acc: 0.8711


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- ETA: 0s - loss: 0.3631 - acc: 0.8724


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- ETA: 0s - loss: 0.3621 - acc: 0.8789


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- ETA: 0s - loss: 0.3671 - acc: 0.8797


768/878 [=========================>....]

- ETA: 0s - loss: 0.3685 - acc: 0.8750


878/878 [==============================]

- 1s 675us/sample - loss: 0.3609 - acc: 0.8770



39/39 [==============================]

- 13s 343ms/step - loss: 0.2657 - acc: 0.8964 - val_loss: 0.3599 - val_acc: 0.8770


Epoch 15/100

1/39 [..............................]

- ETA: 7s - loss: 0.2727 - acc: 0.8672


2/39 [>.............................]

- ETA: 6s - loss: 0.2094 - acc: 0.9062


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- ETA: 7s - loss: 0.2296 - acc: 0.9062


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- ETA: 8s - loss: 0.2208 - acc: 0.9121


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- ETA: 9s - loss: 0.2180 - acc: 0.9156


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- ETA: 9s - loss: 0.2307 - acc: 0.9154


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- ETA: 9s - loss: 0.2294 - acc: 0.9141


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- ETA: 9s - loss: 0.2303 - acc: 0.9141


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- ETA: 9s - loss: 0.2199 - acc: 0.9175


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- ETA: 8s - loss: 0.2265 - acc: 0.9164


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- ETA: 8s - loss: 0.2345 - acc: 0.9112


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- ETA: 8s - loss: 0.2318 - acc: 0.9128


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- ETA: 8s - loss: 0.2290 - acc: 0.9141


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- ETA: 7s - loss: 0.2308 - acc: 0.9146


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- ETA: 7s - loss: 0.2296 - acc: 0.9153


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- ETA: 7s - loss: 0.2260 - acc: 0.9162


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- ETA: 7s - loss: 0.2274 - acc: 0.9152


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- ETA: 6s - loss: 0.2242 - acc: 0.9168


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- ETA: 6s - loss: 0.2289 - acc: 0.9146


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- ETA: 6s - loss: 0.2291 - acc: 0.9154


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- ETA: 5s - loss: 0.2303 - acc: 0.9142


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- ETA: 5s - loss: 0.2261 - acc: 0.9171


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- ETA: 5s - loss: 0.2249 - acc: 0.9176


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- ETA: 5s - loss: 0.2287 - acc: 0.9155


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- ETA: 4s - loss: 0.2273 - acc: 0.9164


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- ETA: 4s - loss: 0.2270 - acc: 0.9166


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- ETA: 4s - loss: 0.2281 - acc: 0.9159


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- ETA: 3s - loss: 0.2289 - acc: 0.9144


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- ETA: 3s - loss: 0.2297 - acc: 0.9144


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- ETA: 3s - loss: 0.2284 - acc: 0.9152


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- ETA: 2s - loss: 0.2332 - acc: 0.9136


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- ETA: 2s - loss: 0.2376 - acc: 0.9132


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- ETA: 2s - loss: 0.2372 - acc: 0.9137


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- ETA: 1s - loss: 0.2371 - acc: 0.9144


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- ETA: 1s - loss: 0.2387 - acc: 0.9137


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- ETA: 1s - loss: 0.2369 - acc: 0.9141


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- ETA: 0s - loss: 0.2371 - acc: 0.9141


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- ETA: 0s - loss: 0.2390 - acc: 0.9143

128/878 [===>..........................]

- ETA: 0s - loss: 0.6062 - acc: 0.7969


256/878 [=======>......................]

- ETA: 0s - loss: 0.5412 - acc: 0.8086


384/878 [============>.................]

- ETA: 0s - loss: 0.5908 - acc: 0.8073


512/878 [================>.............]

- ETA: 0s - loss: 0.5790 - acc: 0.8086


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- ETA: 0s - loss: 0.5711 - acc: 0.8125


768/878 [=========================>....]

- ETA: 0s - loss: 0.5858 - acc: 0.8034


878/878 [==============================]

- 1s 615us/sample - loss: 0.5757 - acc: 0.8030



39/39 [==============================]

- 14s 361ms/step - loss: 0.2376 - acc: 0.9153 - val_loss: 0.5744 - val_acc: 0.8030


Epoch 16/100

1/39 [..............................]

- ETA: 5s - loss: 0.2033 - acc: 0.9297


2/39 [>.............................]

- ETA: 5s - loss: 0.1870 - acc: 0.9336


3/39 [=>............................]

- ETA: 7s - loss: 0.2219 - acc: 0.9141


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- ETA: 8s - loss: 0.2285 - acc: 0.9082


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- ETA: 8s - loss: 0.2324 - acc: 0.9109


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- ETA: 9s - loss: 0.2315 - acc: 0.9141


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- ETA: 9s - loss: 0.2447 - acc: 0.9107


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- ETA: 9s - loss: 0.2427 - acc: 0.9111


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- ETA: 8s - loss: 0.2429 - acc: 0.9123


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- ETA: 8s - loss: 0.2513 - acc: 0.9117


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- ETA: 8s - loss: 0.2505 - acc: 0.9105


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- ETA: 8s - loss: 0.2514 - acc: 0.9102


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- ETA: 8s - loss: 0.2521 - acc: 0.9111


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- ETA: 8s - loss: 0.2491 - acc: 0.9124


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- ETA: 7s - loss: 0.2465 - acc: 0.9130


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- ETA: 7s - loss: 0.2546 - acc: 0.9111


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- ETA: 6s - loss: 0.2601 - acc: 0.9085


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- ETA: 6s - loss: 0.2539 - acc: 0.9110


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- ETA: 6s - loss: 0.2517 - acc: 0.9117


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- ETA: 6s - loss: 0.2541 - acc: 0.9115


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- ETA: 5s - loss: 0.2531 - acc: 0.9123


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- ETA: 5s - loss: 0.2543 - acc: 0.9117


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- ETA: 5s - loss: 0.2501 - acc: 0.9135


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- ETA: 4s - loss: 0.2505 - acc: 0.9129


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- ETA: 4s - loss: 0.2490 - acc: 0.9126


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- ETA: 4s - loss: 0.2471 - acc: 0.9142


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- ETA: 3s - loss: 0.2421 - acc: 0.9159


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- ETA: 3s - loss: 0.2398 - acc: 0.9161


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- ETA: 3s - loss: 0.2390 - acc: 0.9163


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- ETA: 2s - loss: 0.2385 - acc: 0.9160


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- ETA: 2s - loss: 0.2394 - acc: 0.9152


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- ETA: 2s - loss: 0.2442 - acc: 0.9129


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- ETA: 1s - loss: 0.2488 - acc: 0.9113


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- ETA: 1s - loss: 0.2468 - acc: 0.9114


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- ETA: 1s - loss: 0.2461 - acc: 0.9110


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- ETA: 0s - loss: 0.2461 - acc: 0.9098


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- ETA: 0s - loss: 0.2494 - acc: 0.9086


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- ETA: 0s - loss: 0.2490 - acc: 0.9082

128/878 [===>..........................]

- ETA: 0s - loss: 0.4982 - acc: 0.8281


256/878 [=======>......................]

- ETA: 0s - loss: 0.4533 - acc: 0.8516


384/878 [============>.................]

- ETA: 0s - loss: 0.5077 - acc: 0.8438


512/878 [================>.............]

- ETA: 0s - loss: 0.4907 - acc: 0.8457


640/878 [====================>.........]

- ETA: 0s - loss: 0.4771 - acc: 0.8453


768/878 [=========================>....]

- ETA: 0s - loss: 0.4994 - acc: 0.8359


878/878 [==============================]

- 1s 627us/sample - loss: 0.4868 - acc: 0.8383



39/39 [==============================]

- 13s 345ms/step - loss: 0.2475 - acc: 0.9085 - val_loss: 0.4853 - val_acc: 0.8383


Epoch 17/100

1/39 [..............................]

- ETA: 6s - loss: 0.2626 - acc: 0.9062


2/39 [>.............................]

- ETA: 6s - loss: 0.1890 - acc: 0.9297


3/39 [=>............................]

- ETA: 7s - loss: 0.2360 - acc: 0.9115


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- ETA: 8s - loss: 0.2443 - acc: 0.9082


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- ETA: 8s - loss: 0.2451 - acc: 0.9062


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- ETA: 9s - loss: 0.2369 - acc: 0.9128


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- ETA: 9s - loss: 0.2420 - acc: 0.9141


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- ETA: 8s - loss: 0.2515 - acc: 0.9095


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- ETA: 8s - loss: 0.2584 - acc: 0.9073


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- ETA: 8s - loss: 0.2556 - acc: 0.9064


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- ETA: 8s - loss: 0.2444 - acc: 0.9107


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- ETA: 8s - loss: 0.2407 - acc: 0.9110


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- ETA: 8s - loss: 0.2380 - acc: 0.9112


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- ETA: 8s - loss: 0.2297 - acc: 0.9148


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- ETA: 7s - loss: 0.2241 - acc: 0.9164


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- ETA: 7s - loss: 0.2262 - acc: 0.9157


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- ETA: 7s - loss: 0.2234 - acc: 0.9170


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- ETA: 6s - loss: 0.2227 - acc: 0.9164


19/39 [=============>................]

- ETA: 6s - loss: 0.2235 - acc: 0.9163


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- ETA: 6s - loss: 0.2255 - acc: 0.9162


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- ETA: 5s - loss: 0.2212 - acc: 0.9187


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- ETA: 5s - loss: 0.2226 - acc: 0.9181


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- ETA: 5s - loss: 0.2240 - acc: 0.9179


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- ETA: 5s - loss: 0.2220 - acc: 0.9178


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- ETA: 4s - loss: 0.2193 - acc: 0.9186


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- ETA: 4s - loss: 0.2183 - acc: 0.9187


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- ETA: 4s - loss: 0.2161 - acc: 0.9197


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- ETA: 3s - loss: 0.2180 - acc: 0.9192


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- ETA: 3s - loss: 0.2189 - acc: 0.9188


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- ETA: 3s - loss: 0.2199 - acc: 0.9194


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- ETA: 2s - loss: 0.2199 - acc: 0.9192


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- ETA: 2s - loss: 0.2183 - acc: 0.9198


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- ETA: 2s - loss: 0.2162 - acc: 0.9210


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- ETA: 1s - loss: 0.2170 - acc: 0.9201


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- ETA: 1s - loss: 0.2161 - acc: 0.9209


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- ETA: 1s - loss: 0.2168 - acc: 0.9207


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- ETA: 0s - loss: 0.2183 - acc: 0.9197


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- ETA: 0s - loss: 0.2185 - acc: 0.9199

128/878 [===>..........................]

- ETA: 0s - loss: 0.5086 - acc: 0.8281


256/878 [=======>......................]

- ETA: 0s - loss: 0.4902 - acc: 0.8398


384/878 [============>.................]

- ETA: 0s - loss: 0.5457 - acc: 0.8359


512/878 [================>.............]

- ETA: 0s - loss: 0.5145 - acc: 0.8398


640/878 [====================>.........]

- ETA: 0s - loss: 0.5232 - acc: 0.8375


768/878 [=========================>....]

- ETA: 0s - loss: 0.5404 - acc: 0.8255


878/878 [==============================]

- 1s 604us/sample - loss: 0.5325 - acc: 0.8280



39/39 [==============================]

- 14s 357ms/step - loss: 0.2191 - acc: 0.9198 - val_loss: 0.5315 - val_acc: 0.8280


Epoch 18/100

1/39 [..............................]

- ETA: 5s - loss: 0.1562 - acc: 0.9297


2/39 [>.............................]

- ETA: 5s - loss: 0.1719 - acc: 0.9297


3/39 [=>............................]

- ETA: 6s - loss: 0.1994 - acc: 0.9245


4/39 [==>...........................]

- ETA: 8s - loss: 0.2084 - acc: 0.9141


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- ETA: 8s - loss: 0.2179 - acc: 0.9156


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- ETA: 8s - loss: 0.2330 - acc: 0.9049


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- ETA: 8s - loss: 0.2277 - acc: 0.9085


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- ETA: 8s - loss: 0.2265 - acc: 0.9111


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- ETA: 8s - loss: 0.2343 - acc: 0.9115


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- ETA: 8s - loss: 0.2290 - acc: 0.9141


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- ETA: 8s - loss: 0.2263 - acc: 0.9155


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- ETA: 8s - loss: 0.2162 - acc: 0.9206


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- ETA: 8s - loss: 0.2169 - acc: 0.9195


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- ETA: 7s - loss: 0.2152 - acc: 0.9208


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- ETA: 7s - loss: 0.2076 - acc: 0.9234


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- ETA: 7s - loss: 0.2044 - acc: 0.9253


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- ETA: 7s - loss: 0.2053 - acc: 0.9242


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- ETA: 6s - loss: 0.2035 - acc: 0.9262


19/39 [=============>................]

- ETA: 6s - loss: 0.2023 - acc: 0.9276


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- ETA: 6s - loss: 0.1979 - acc: 0.9293


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- ETA: 5s - loss: 0.1985 - acc: 0.9293


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- ETA: 5s - loss: 0.1961 - acc: 0.9293


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- ETA: 5s - loss: 0.2002 - acc: 0.9283


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- ETA: 4s - loss: 0.1985 - acc: 0.9289


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- ETA: 4s - loss: 0.1983 - acc: 0.9286


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- ETA: 4s - loss: 0.1984 - acc: 0.9290


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- ETA: 3s - loss: 0.1960 - acc: 0.9305


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- ETA: 3s - loss: 0.1998 - acc: 0.9288


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- ETA: 3s - loss: 0.2031 - acc: 0.9272


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- ETA: 2s - loss: 0.2061 - acc: 0.9259


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- ETA: 2s - loss: 0.2068 - acc: 0.9248


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- ETA: 2s - loss: 0.2094 - acc: 0.9245


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- ETA: 1s - loss: 0.2113 - acc: 0.9232


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- ETA: 1s - loss: 0.2122 - acc: 0.9225


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- ETA: 1s - loss: 0.2126 - acc: 0.9227


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- ETA: 0s - loss: 0.2103 - acc: 0.9235


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- ETA: 0s - loss: 0.2132 - acc: 0.9226


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- ETA: 0s - loss: 0.2133 - acc: 0.9224

128/878 [===>..........................]

- ETA: 0s - loss: 0.5266 - acc: 0.8516


256/878 [=======>......................]

- ETA: 0s - loss: 0.4949 - acc: 0.8594


384/878 [============>.................]

- ETA: 0s - loss: 0.5515 - acc: 0.8464


512/878 [================>.............]

- ETA: 0s - loss: 0.5415 - acc: 0.8477


640/878 [====================>.........]

- ETA: 0s - loss: 0.5299 - acc: 0.8484


768/878 [=========================>....]

- ETA: 0s - loss: 0.5571 - acc: 0.8372


878/878 [==============================]

- 1s 650us/sample - loss: 0.5409 - acc: 0.8405



39/39 [==============================]

- 14s 347ms/step - loss: 0.2118 - acc: 0.9228 - val_loss: 0.5389 - val_acc: 0.8405


Epoch 19/100

1/39 [..............................]

- ETA: 5s - loss: 0.1275 - acc: 0.9375


2/39 [>.............................]

- ETA: 5s - loss: 0.1912 - acc: 0.9180


3/39 [=>............................]

- ETA: 6s - loss: 0.1750 - acc: 0.9271


4/39 [==>...........................]

- ETA: 8s - loss: 0.1690 - acc: 0.9297


5/39 [==>...........................]

- ETA: 8s - loss: 0.1648 - acc: 0.9281


6/39 [===>..........................]

- ETA: 8s - loss: 0.1597 - acc: 0.9323


7/39 [====>.........................]

- ETA: 8s - loss: 0.1542 - acc: 0.9375


8/39 [=====>........................]

- ETA: 8s - loss: 0.1693 - acc: 0.9346


9/39 [=====>........................]

- ETA: 8s - loss: 0.1669 - acc: 0.9366


10/39 [======>.......................]

- ETA: 8s - loss: 0.1727 - acc: 0.9359


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- ETA: 8s - loss: 0.1800 - acc: 0.9347


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- ETA: 8s - loss: 0.1793 - acc: 0.9355


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- ETA: 8s - loss: 0.1784 - acc: 0.9357


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- ETA: 7s - loss: 0.1737 - acc: 0.9364


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- ETA: 7s - loss: 0.1852 - acc: 0.9333


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- ETA: 7s - loss: 0.1890 - acc: 0.9331


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- ETA: 7s - loss: 0.1874 - acc: 0.9338


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- ETA: 6s - loss: 0.1864 - acc: 0.9339


19/39 [=============>................]

- ETA: 6s - loss: 0.1878 - acc: 0.9324


20/39 [==============>...............]

- ETA: 6s - loss: 0.1876 - acc: 0.9319


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- ETA: 5s - loss: 0.1890 - acc: 0.9311


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- ETA: 5s - loss: 0.1892 - acc: 0.9317


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- ETA: 5s - loss: 0.1902 - acc: 0.9306


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- ETA: 4s - loss: 0.1894 - acc: 0.9306


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- ETA: 4s - loss: 0.1924 - acc: 0.9305


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- ETA: 4s - loss: 0.1916 - acc: 0.9305


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- ETA: 3s - loss: 0.1892 - acc: 0.9316


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- ETA: 3s - loss: 0.1919 - acc: 0.9310


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- ETA: 3s - loss: 0.1955 - acc: 0.9291


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- ETA: 3s - loss: 0.1960 - acc: 0.9291


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- ETA: 2s - loss: 0.1946 - acc: 0.9293


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- ETA: 2s - loss: 0.1942 - acc: 0.9291


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- ETA: 2s - loss: 0.2002 - acc: 0.9265


34/39 [=========================>....]

- ETA: 1s - loss: 0.2010 - acc: 0.9264


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- ETA: 1s - loss: 0.1990 - acc: 0.9271


36/39 [==========================>...]

- ETA: 1s - loss: 0.1974 - acc: 0.9277


37/39 [===========================>..]

- ETA: 0s - loss: 0.1989 - acc: 0.9269


38/39 [============================>.]

- ETA: 0s - loss: 0.2003 - acc: 0.9257

128/878 [===>..........................]

- ETA: 0s - loss: 0.3401 - acc: 0.8594


256/878 [=======>......................]

- ETA: 0s - loss: 0.3247 - acc: 0.8711


384/878 [============>.................]

- ETA: 0s - loss: 0.3929 - acc: 0.8646


512/878 [================>.............]

- ETA: 0s - loss: 0.4166 - acc: 0.8691


640/878 [====================>.........]

- ETA: 0s - loss: 0.4030 - acc: 0.8734


768/878 [=========================>....]

- ETA: 0s - loss: 0.4129 - acc: 0.8659


878/878 [==============================]

- 1s 647us/sample - loss: 0.3937 - acc: 0.8667



39/39 [==============================]

- 14s 354ms/step - loss: 0.2012 - acc: 0.9254 - val_loss: 0.3913 - val_acc: 0.8667


Epoch 20/100

1/39 [..............................]

- ETA: 5s - loss: 0.1227 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.1508 - acc: 0.9414


3/39 [=>............................]

- ETA: 6s - loss: 0.1547 - acc: 0.9397


4/39 [==>...........................]

- ETA: 7s - loss: 0.2118 - acc: 0.9270


5/39 [==>...........................]

- ETA: 8s - loss: 0.2040 - acc: 0.9291


6/39 [===>..........................]

- ETA: 8s - loss: 0.1926 - acc: 0.9346


7/39 [====>.........................]

- ETA: 8s - loss: 0.1937 - acc: 0.9339


8/39 [=====>........................]

- ETA: 8s - loss: 0.2022 - acc: 0.9313


9/39 [=====>........................]

- ETA: 8s - loss: 0.2010 - acc: 0.9312


10/39 [======>.......................]

- ETA: 8s - loss: 0.1981 - acc: 0.9302


11/39 [=======>......................]

- ETA: 8s - loss: 0.1973 - acc: 0.9287


12/39 [========>.....................]

- ETA: 7s - loss: 0.2017 - acc: 0.9262


13/39 [=========>....................]

- ETA: 7s - loss: 0.1980 - acc: 0.9289


14/39 [=========>....................]

- ETA: 7s - loss: 0.2041 - acc: 0.9272


15/39 [==========>...................]

- ETA: 7s - loss: 0.2053 - acc: 0.9269


16/39 [===========>..................]

- ETA: 6s - loss: 0.2043 - acc: 0.9271


17/39 [============>.................]

- ETA: 6s - loss: 0.2117 - acc: 0.9230


18/39 [============>.................]

- ETA: 6s - loss: 0.2115 - acc: 0.9225


19/39 [=============>................]

- ETA: 6s - loss: 0.2129 - acc: 0.9208


20/39 [==============>...............]

- ETA: 5s - loss: 0.2122 - acc: 0.9221


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- ETA: 5s - loss: 0.2127 - acc: 0.9217


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- ETA: 5s - loss: 0.2126 - acc: 0.9213


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- ETA: 5s - loss: 0.2115 - acc: 0.9224


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- ETA: 4s - loss: 0.2093 - acc: 0.9224


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- ETA: 4s - loss: 0.2123 - acc: 0.9220


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- ETA: 4s - loss: 0.2138 - acc: 0.9214


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- ETA: 3s - loss: 0.2123 - acc: 0.9220


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- ETA: 3s - loss: 0.2142 - acc: 0.9212


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- ETA: 3s - loss: 0.2163 - acc: 0.9201


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- ETA: 2s - loss: 0.2173 - acc: 0.9204


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- ETA: 2s - loss: 0.2189 - acc: 0.9205


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- ETA: 2s - loss: 0.2214 - acc: 0.9193


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- ETA: 1s - loss: 0.2227 - acc: 0.9189


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- ETA: 1s - loss: 0.2192 - acc: 0.9204


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- ETA: 1s - loss: 0.2173 - acc: 0.9209


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- ETA: 0s - loss: 0.2160 - acc: 0.9218


37/39 [===========================>..]

- ETA: 0s - loss: 0.2141 - acc: 0.9224


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- ETA: 0s - loss: 0.2138 - acc: 0.9224

128/878 [===>..........................]

- ETA: 0s - loss: 0.3852 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.3565 - acc: 0.8867


384/878 [============>.................]

- ETA: 0s - loss: 0.3918 - acc: 0.8698


512/878 [================>.............]

- ETA: 0s - loss: 0.3957 - acc: 0.8711


640/878 [====================>.........]

- ETA: 0s - loss: 0.3936 - acc: 0.8750


768/878 [=========================>....]

- ETA: 0s - loss: 0.4147 - acc: 0.8620


878/878 [==============================]

- 1s 611us/sample - loss: 0.4026 - acc: 0.8622



39/39 [==============================]

- 13s 339ms/step - loss: 0.2134 - acc: 0.9222 - val_loss: 0.4012 - val_acc: 0.8622


Epoch 21/100

1/39 [..............................]

- ETA: 6s - loss: 0.2022 - acc: 0.9297


2/39 [>.............................]

- ETA: 6s - loss: 0.2704 - acc: 0.8984


3/39 [=>............................]

- ETA: 7s - loss: 0.2282 - acc: 0.9141


4/39 [==>...........................]

- ETA: 8s - loss: 0.2198 - acc: 0.9160


5/39 [==>...........................]

- ETA: 9s - loss: 0.2020 - acc: 0.9266


6/39 [===>..........................]

- ETA: 9s - loss: 0.2008 - acc: 0.9258


7/39 [====>.........................]

- ETA: 9s - loss: 0.2046 - acc: 0.9263


8/39 [=====>........................]

- ETA: 9s - loss: 0.2041 - acc: 0.9297


9/39 [=====>........................]

- ETA: 9s - loss: 0.2092 - acc: 0.9253


10/39 [======>.......................]

- ETA: 9s - loss: 0.2086 - acc: 0.9266


11/39 [=======>......................]

- ETA: 9s - loss: 0.2000 - acc: 0.9311


12/39 [========>.....................]

- ETA: 8s - loss: 0.1960 - acc: 0.9316


13/39 [=========>....................]

- ETA: 8s - loss: 0.2029 - acc: 0.9303


14/39 [=========>....................]

- ETA: 8s - loss: 0.1985 - acc: 0.9302


15/39 [==========>...................]

- ETA: 7s - loss: 0.1979 - acc: 0.9312


16/39 [===========>..................]

- ETA: 7s - loss: 0.1900 - acc: 0.9346


17/39 [============>.................]

- ETA: 7s - loss: 0.1845 - acc: 0.9361


18/39 [============>.................]

- ETA: 6s - loss: 0.1845 - acc: 0.9353


19/39 [=============>................]

- ETA: 6s - loss: 0.1818 - acc: 0.9363


20/39 [==============>...............]

- ETA: 6s - loss: 0.1782 - acc: 0.9379


21/39 [===============>..............]

- ETA: 6s - loss: 0.1784 - acc: 0.9371


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- ETA: 5s - loss: 0.1780 - acc: 0.9368


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- ETA: 5s - loss: 0.1769 - acc: 0.9372


24/39 [=================>............]

- ETA: 5s - loss: 0.1780 - acc: 0.9365


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- ETA: 4s - loss: 0.1774 - acc: 0.9366


26/39 [===================>..........]

- ETA: 4s - loss: 0.1743 - acc: 0.9377


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- ETA: 4s - loss: 0.1741 - acc: 0.9372


28/39 [====================>.........]

- ETA: 3s - loss: 0.1712 - acc: 0.9386


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- ETA: 3s - loss: 0.1715 - acc: 0.9383


30/39 [======================>.......]

- ETA: 3s - loss: 0.1693 - acc: 0.9390


31/39 [======================>.......]

- ETA: 2s - loss: 0.1726 - acc: 0.9387


32/39 [=======================>......]

- ETA: 2s - loss: 0.1706 - acc: 0.9394


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- ETA: 2s - loss: 0.1707 - acc: 0.9394


34/39 [=========================>....]

- ETA: 1s - loss: 0.1710 - acc: 0.9393


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- ETA: 1s - loss: 0.1690 - acc: 0.9399


36/39 [==========================>...]

- ETA: 1s - loss: 0.1691 - acc: 0.9396


37/39 [===========================>..]

- ETA: 0s - loss: 0.1714 - acc: 0.9389


38/39 [============================>.]

- ETA: 0s - loss: 0.1708 - acc: 0.9391

128/878 [===>..........................]

- ETA: 0s - loss: 0.6880 - acc: 0.7891


256/878 [=======>......................]

- ETA: 0s - loss: 0.5513 - acc: 0.8203


384/878 [============>.................]

- ETA: 0s - loss: 0.7026 - acc: 0.7865


512/878 [================>.............]

- ETA: 0s - loss: 0.7298 - acc: 0.7812


640/878 [====================>.........]

- ETA: 0s - loss: 0.7178 - acc: 0.7766


768/878 [=========================>....]

- ETA: 0s - loss: 0.7554 - acc: 0.7591


878/878 [==============================]

- 1s 596us/sample - loss: 0.7312 - acc: 0.7654



39/39 [==============================]

- 14s 359ms/step - loss: 0.1730 - acc: 0.9383 - val_loss: 0.7283 - val_acc: 0.7654


Epoch 22/100

1/39 [..............................]

- ETA: 6s - loss: 0.3292 - acc: 0.8594


2/39 [>.............................]

- ETA: 6s - loss: 0.2853 - acc: 0.8789


3/39 [=>............................]

- ETA: 7s - loss: 0.2779 - acc: 0.8906


4/39 [==>...........................]

- ETA: 8s - loss: 0.2665 - acc: 0.9004


5/39 [==>...........................]

- ETA: 9s - loss: 0.2964 - acc: 0.8938


6/39 [===>..........................]

- ETA: 9s - loss: 0.2840 - acc: 0.8932


7/39 [====>.........................]

- ETA: 9s - loss: 0.2642 - acc: 0.9007


8/39 [=====>........................]

- ETA: 9s - loss: 0.2504 - acc: 0.9072


9/39 [=====>........................]

- ETA: 8s - loss: 0.2466 - acc: 0.9062


10/39 [======>.......................]

- ETA: 8s - loss: 0.2428 - acc: 0.9094


11/39 [=======>......................]

- ETA: 8s - loss: 0.2371 - acc: 0.9119


12/39 [========>.....................]

- ETA: 8s - loss: 0.2331 - acc: 0.9128


13/39 [=========>....................]

- ETA: 8s - loss: 0.2293 - acc: 0.9147


14/39 [=========>....................]

- ETA: 7s - loss: 0.2236 - acc: 0.9163


15/39 [==========>...................]

- ETA: 7s - loss: 0.2205 - acc: 0.9167


16/39 [===========>..................]

- ETA: 7s - loss: 0.2277 - acc: 0.9136


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- ETA: 7s - loss: 0.2305 - acc: 0.9127


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- ETA: 6s - loss: 0.2305 - acc: 0.9128


19/39 [=============>................]

- ETA: 6s - loss: 0.2292 - acc: 0.9145


20/39 [==============>...............]

- ETA: 6s - loss: 0.2236 - acc: 0.9168


21/39 [===============>..............]

- ETA: 5s - loss: 0.2203 - acc: 0.9167


22/39 [===============>..............]

- ETA: 5s - loss: 0.2208 - acc: 0.9162


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- ETA: 5s - loss: 0.2206 - acc: 0.9151


24/39 [=================>............]

- ETA: 4s - loss: 0.2196 - acc: 0.9154


25/39 [==================>...........]

- ETA: 4s - loss: 0.2203 - acc: 0.9162


26/39 [===================>..........]

- ETA: 4s - loss: 0.2148 - acc: 0.9189


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- ETA: 3s - loss: 0.2110 - acc: 0.9201


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- ETA: 3s - loss: 0.2149 - acc: 0.9191


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- ETA: 3s - loss: 0.2169 - acc: 0.9186


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- ETA: 2s - loss: 0.2118 - acc: 0.9208


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- ETA: 2s - loss: 0.2111 - acc: 0.9209


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- ETA: 2s - loss: 0.2093 - acc: 0.9216


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- ETA: 1s - loss: 0.2074 - acc: 0.9223


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- ETA: 1s - loss: 0.2087 - acc: 0.9226


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- ETA: 1s - loss: 0.2055 - acc: 0.9241


36/39 [==========================>...]

- ETA: 0s - loss: 0.2047 - acc: 0.9237


37/39 [===========================>..]

- ETA: 0s - loss: 0.2036 - acc: 0.9237


38/39 [============================>.]

- ETA: 0s - loss: 0.2038 - acc: 0.9234

128/878 [===>..........................]

- ETA: 0s - loss: 0.5315 - acc: 0.8516


256/878 [=======>......................]

- ETA: 0s - loss: 0.4970 - acc: 0.8477


384/878 [============>.................]

- ETA: 0s - loss: 0.5472 - acc: 0.8438


512/878 [================>.............]

- ETA: 0s - loss: 0.5313 - acc: 0.8438


640/878 [====================>.........]

- ETA: 0s - loss: 0.5361 - acc: 0.8391


768/878 [=========================>....]

- ETA: 0s - loss: 0.5581 - acc: 0.8294


878/878 [==============================]

- 1s 616us/sample - loss: 0.5477 - acc: 0.8314



39/39 [==============================]

- 13s 346ms/step - loss: 0.2074 - acc: 0.9222 - val_loss: 0.5464 - val_acc: 0.8314


Epoch 23/100

1/39 [..............................]

- ETA: 6s - loss: 0.1032 - acc: 0.9609


2/39 [>.............................]

- ETA: 5s - loss: 0.1134 - acc: 0.9492


3/39 [=>............................]

- ETA: 7s - loss: 0.1117 - acc: 0.9505


4/39 [==>...........................]

- ETA: 8s - loss: 0.1530 - acc: 0.9336


5/39 [==>...........................]

- ETA: 8s - loss: 0.1708 - acc: 0.9297


6/39 [===>..........................]

- ETA: 8s - loss: 0.1677 - acc: 0.9310


7/39 [====>.........................]

- ETA: 9s - loss: 0.1570 - acc: 0.9375


8/39 [=====>........................]

- ETA: 9s - loss: 0.1700 - acc: 0.9326


9/39 [=====>........................]

- ETA: 9s - loss: 0.1661 - acc: 0.9340


10/39 [======>.......................]

- ETA: 8s - loss: 0.1695 - acc: 0.9328


11/39 [=======>......................]

- ETA: 8s - loss: 0.1676 - acc: 0.9339


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- ETA: 8s - loss: 0.1712 - acc: 0.9349


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- ETA: 8s - loss: 0.1695 - acc: 0.9369


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- ETA: 8s - loss: 0.1657 - acc: 0.9386


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- ETA: 7s - loss: 0.1656 - acc: 0.9385


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- ETA: 7s - loss: 0.1655 - acc: 0.9385


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- ETA: 7s - loss: 0.1702 - acc: 0.9361


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- ETA: 6s - loss: 0.1681 - acc: 0.9375


19/39 [=============>................]

- ETA: 6s - loss: 0.1705 - acc: 0.9354


20/39 [==============>...............]

- ETA: 6s - loss: 0.1693 - acc: 0.9371


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- ETA: 6s - loss: 0.1701 - acc: 0.9368


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- ETA: 5s - loss: 0.1664 - acc: 0.9381


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- ETA: 5s - loss: 0.1630 - acc: 0.9395


24/39 [=================>............]

- ETA: 5s - loss: 0.1630 - acc: 0.9394


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- ETA: 4s - loss: 0.1645 - acc: 0.9387


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- ETA: 4s - loss: 0.1630 - acc: 0.9393


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- ETA: 4s - loss: 0.1631 - acc: 0.9398


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- ETA: 3s - loss: 0.1707 - acc: 0.9377


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- ETA: 3s - loss: 0.1716 - acc: 0.9366


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- ETA: 3s - loss: 0.1760 - acc: 0.9361


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- ETA: 2s - loss: 0.1785 - acc: 0.9352


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- ETA: 2s - loss: 0.1759 - acc: 0.9365


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- ETA: 2s - loss: 0.1788 - acc: 0.9346


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- ETA: 1s - loss: 0.1780 - acc: 0.9349


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- ETA: 1s - loss: 0.1779 - acc: 0.9350


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- ETA: 1s - loss: 0.1765 - acc: 0.9359


37/39 [===========================>..]

- ETA: 0s - loss: 0.1756 - acc: 0.9362


38/39 [============================>.]

- ETA: 0s - loss: 0.1759 - acc: 0.9360

128/878 [===>..........................]

- ETA: 0s - loss: 0.4837 - acc: 0.8281


256/878 [=======>......................]

- ETA: 0s - loss: 0.4133 - acc: 0.8477


384/878 [============>.................]

- ETA: 0s - loss: 0.4635 - acc: 0.8464


512/878 [================>.............]

- ETA: 0s - loss: 0.4586 - acc: 0.8535


640/878 [====================>.........]

- ETA: 0s - loss: 0.4455 - acc: 0.8547


768/878 [=========================>....]

- ETA: 0s - loss: 0.4707 - acc: 0.8451


878/878 [==============================]

- 1s 594us/sample - loss: 0.4590 - acc: 0.8485



39/39 [==============================]

- 14s 360ms/step - loss: 0.1768 - acc: 0.9357 - val_loss: 0.4576 - val_acc: 0.8485


Epoch 24/100

1/39 [..............................]

- ETA: 18s - loss: 0.1033 - acc: 0.9609


2/39 [>.............................]

- ETA: 15s - loss: 0.1270 - acc: 0.9570


3/39 [=>............................]

- ETA: 12s - loss: 0.1149 - acc: 0.9609


4/39 [==>...........................]

- ETA: 10s - loss: 0.1382 - acc: 0.9492


5/39 [==>...........................]

- ETA: 9s - loss: 0.1364 - acc: 0.9484


6/39 [===>..........................]

- ETA: 8s - loss: 0.1422 - acc: 0.9466


7/39 [====>.........................]

- ETA: 8s - loss: 0.1300 - acc: 0.9531


8/39 [=====>........................]

- ETA: 8s - loss: 0.1303 - acc: 0.9512


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- ETA: 8s - loss: 0.1389 - acc: 0.9470


10/39 [======>.......................]

- ETA: 8s - loss: 0.1378 - acc: 0.9492


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- ETA: 8s - loss: 0.1358 - acc: 0.9510


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- ETA: 8s - loss: 0.1361 - acc: 0.9512


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- ETA: 8s - loss: 0.1349 - acc: 0.9495


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- ETA: 7s - loss: 0.1352 - acc: 0.9503


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- ETA: 7s - loss: 0.1386 - acc: 0.9500


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- ETA: 7s - loss: 0.1391 - acc: 0.9492


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- ETA: 7s - loss: 0.1448 - acc: 0.9472


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- ETA: 6s - loss: 0.1477 - acc: 0.9479


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- ETA: 6s - loss: 0.1456 - acc: 0.9490


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- ETA: 6s - loss: 0.1450 - acc: 0.9496


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- ETA: 5s - loss: 0.1446 - acc: 0.9490


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- ETA: 5s - loss: 0.1435 - acc: 0.9496


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- ETA: 5s - loss: 0.1427 - acc: 0.9497


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- ETA: 4s - loss: 0.1402 - acc: 0.9509


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- ETA: 4s - loss: 0.1437 - acc: 0.9491


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- ETA: 4s - loss: 0.1443 - acc: 0.9486


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- ETA: 3s - loss: 0.1438 - acc: 0.9485


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- ETA: 3s - loss: 0.1466 - acc: 0.9481


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- ETA: 3s - loss: 0.1501 - acc: 0.9461


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- ETA: 2s - loss: 0.1477 - acc: 0.9474


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- ETA: 2s - loss: 0.1486 - acc: 0.9476


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- ETA: 2s - loss: 0.1506 - acc: 0.9463


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- ETA: 1s - loss: 0.1488 - acc: 0.9472


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- ETA: 1s - loss: 0.1525 - acc: 0.9453


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- ETA: 1s - loss: 0.1519 - acc: 0.9460


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- ETA: 0s - loss: 0.1536 - acc: 0.9451


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- ETA: 0s - loss: 0.1534 - acc: 0.9447


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- ETA: 0s - loss: 0.1516 - acc: 0.9453

128/878 [===>..........................]

- ETA: 0s - loss: 0.3581 - acc: 0.8672


256/878 [=======>......................]

- ETA: 0s - loss: 0.2826 - acc: 0.8867


384/878 [============>.................]

- ETA: 0s - loss: 0.3325 - acc: 0.8802


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- ETA: 0s - loss: 0.3405 - acc: 0.8789


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- ETA: 0s - loss: 0.3416 - acc: 0.8781


768/878 [=========================>....]

- ETA: 0s - loss: 0.3508 - acc: 0.8698


878/878 [==============================]

- 1s 988us/sample - loss: 0.3336 - acc: 0.8724



39/39 [==============================]

- 14s 349ms/step - loss: 0.1512 - acc: 0.9455 - val_loss: 0.3315 - val_acc: 0.8724


Epoch 25/100

1/39 [..............................]

- ETA: 6s - loss: 0.2120 - acc: 0.9141


2/39 [>.............................]

- ETA: 6s - loss: 0.1656 - acc: 0.9336


3/39 [=>............................]

- ETA: 6s - loss: 0.1549 - acc: 0.9375


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- ETA: 6s - loss: 0.1543 - acc: 0.9395


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- ETA: 7s - loss: 0.1582 - acc: 0.9391


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- ETA: 8s - loss: 0.1595 - acc: 0.9401


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- ETA: 8s - loss: 0.1497 - acc: 0.9453


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- ETA: 8s - loss: 0.1441 - acc: 0.9473


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- ETA: 8s - loss: 0.1504 - acc: 0.9436


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- ETA: 8s - loss: 0.1547 - acc: 0.9422


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- ETA: 8s - loss: 0.1573 - acc: 0.9396


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- ETA: 8s - loss: 0.1539 - acc: 0.9401


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- ETA: 7s - loss: 0.1511 - acc: 0.9411


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- ETA: 7s - loss: 0.1507 - acc: 0.9408


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- ETA: 7s - loss: 0.1514 - acc: 0.9406


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- ETA: 7s - loss: 0.1495 - acc: 0.9419


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- ETA: 6s - loss: 0.1472 - acc: 0.9435


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- ETA: 6s - loss: 0.1485 - acc: 0.9431


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- ETA: 6s - loss: 0.1519 - acc: 0.9416


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- ETA: 6s - loss: 0.1500 - acc: 0.9422


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- ETA: 5s - loss: 0.1514 - acc: 0.9427


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- ETA: 5s - loss: 0.1532 - acc: 0.9425


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- ETA: 5s - loss: 0.1561 - acc: 0.9419


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- ETA: 4s - loss: 0.1567 - acc: 0.9411


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- ETA: 4s - loss: 0.1571 - acc: 0.9416


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- ETA: 4s - loss: 0.1552 - acc: 0.9423


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- ETA: 3s - loss: 0.1565 - acc: 0.9416


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- ETA: 3s - loss: 0.1555 - acc: 0.9422


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- ETA: 3s - loss: 0.1556 - acc: 0.9418


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- ETA: 2s - loss: 0.1556 - acc: 0.9427


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- ETA: 2s - loss: 0.1551 - acc: 0.9425


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- ETA: 2s - loss: 0.1548 - acc: 0.9424


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- ETA: 2s - loss: 0.1543 - acc: 0.9427


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- ETA: 1s - loss: 0.1537 - acc: 0.9426


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- ETA: 1s - loss: 0.1538 - acc: 0.9426


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- ETA: 1s - loss: 0.1534 - acc: 0.9427


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- ETA: 0s - loss: 0.1525 - acc: 0.9430


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- ETA: 0s - loss: 0.1508 - acc: 0.9439

128/878 [===>..........................]

- ETA: 0s - loss: 0.6311 - acc: 0.8203


256/878 [=======>......................]

- ETA: 0s - loss: 0.5105 - acc: 0.8477


384/878 [============>.................]

- ETA: 0s - loss: 0.5975 - acc: 0.8359


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- ETA: 0s - loss: 0.5962 - acc: 0.8320


640/878 [====================>.........]

- ETA: 0s - loss: 0.5818 - acc: 0.8266


768/878 [=========================>....]

- ETA: 0s - loss: 0.6193 - acc: 0.8125


878/878 [==============================]

- 1s 611us/sample - loss: 0.6049 - acc: 0.8132



39/39 [==============================]

- 14s 351ms/step - loss: 0.1531 - acc: 0.9425 - val_loss: 0.6031 - val_acc: 0.8132


Epoch 26/100

1/39 [..............................]

- ETA: 5s - loss: 0.1338 - acc: 0.9297


2/39 [>.............................]

- ETA: 5s - loss: 0.1403 - acc: 0.9375


3/39 [=>............................]

- ETA: 7s - loss: 0.1224 - acc: 0.9505


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- ETA: 8s - loss: 0.1265 - acc: 0.9453


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- ETA: 8s - loss: 0.1262 - acc: 0.9422


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- ETA: 9s - loss: 0.1240 - acc: 0.9427


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- ETA: 9s - loss: 0.1232 - acc: 0.9431


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- ETA: 8s - loss: 0.1270 - acc: 0.9443


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- ETA: 8s - loss: 0.1233 - acc: 0.9470


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- ETA: 8s - loss: 0.1234 - acc: 0.9477


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- ETA: 8s - loss: 0.1220 - acc: 0.9489


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- ETA: 8s - loss: 0.1205 - acc: 0.9505


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- ETA: 7s - loss: 0.1302 - acc: 0.9483


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- ETA: 7s - loss: 0.1310 - acc: 0.9492


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- ETA: 7s - loss: 0.1288 - acc: 0.9490


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- ETA: 7s - loss: 0.1278 - acc: 0.9497


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- ETA: 7s - loss: 0.1274 - acc: 0.9499


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- ETA: 6s - loss: 0.1286 - acc: 0.9497


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- ETA: 6s - loss: 0.1312 - acc: 0.9482


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- ETA: 6s - loss: 0.1323 - acc: 0.9480


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- ETA: 5s - loss: 0.1342 - acc: 0.9475


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- ETA: 5s - loss: 0.1395 - acc: 0.9464


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- ETA: 5s - loss: 0.1392 - acc: 0.9463


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- ETA: 4s - loss: 0.1411 - acc: 0.9450


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- ETA: 4s - loss: 0.1456 - acc: 0.9438


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- ETA: 4s - loss: 0.1440 - acc: 0.9444


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- ETA: 3s - loss: 0.1440 - acc: 0.9444


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- ETA: 3s - loss: 0.1431 - acc: 0.9445


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- ETA: 3s - loss: 0.1430 - acc: 0.9445


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- ETA: 2s - loss: 0.1402 - acc: 0.9461


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- ETA: 2s - loss: 0.1437 - acc: 0.9443


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- ETA: 2s - loss: 0.1428 - acc: 0.9443


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- ETA: 1s - loss: 0.1421 - acc: 0.9448


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- ETA: 1s - loss: 0.1427 - acc: 0.9442


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- ETA: 1s - loss: 0.1434 - acc: 0.9442


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- ETA: 0s - loss: 0.1463 - acc: 0.9438


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- ETA: 0s - loss: 0.1497 - acc: 0.9428


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- ETA: 0s - loss: 0.1488 - acc: 0.9431

109/878 [==>...........................]

- ETA: 0s - loss: 0.5958 - acc: 0.8257


218/878 [======>.......................]

- ETA: 0s - loss: 0.4199 - acc: 0.8670


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- ETA: 0s - loss: 0.4447 - acc: 0.8532


436/878 [=============>................]

- ETA: 0s - loss: 0.5065 - acc: 0.8349


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- ETA: 0s - loss: 0.5211 - acc: 0.8367


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- ETA: 0s - loss: 0.5062 - acc: 0.8318


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- ETA: 0s - loss: 0.5257 - acc: 0.8270


872/878 [============================>.]

- ETA: 0s - loss: 0.5021 - acc: 0.8326


878/878 [==============================]

- 1s 705us/sample - loss: 0.5042 - acc: 0.8326



39/39 [==============================]

- 13s 345ms/step - loss: 0.1494 - acc: 0.9433 - val_loss: 0.5342 - val_acc: 0.8326


Epoch 27/100

1/39 [..............................]

- ETA: 6s - loss: 0.1618 - acc: 0.9453


2/39 [>.............................]

- ETA: 6s - loss: 0.1683 - acc: 0.9375


3/39 [=>............................]

- ETA: 7s - loss: 0.1496 - acc: 0.9479


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- ETA: 8s - loss: 0.1472 - acc: 0.9434


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- ETA: 9s - loss: 0.1431 - acc: 0.9438


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- ETA: 9s - loss: 0.1418 - acc: 0.9427


7/39 [====>.........................]

- ETA: 9s - loss: 0.1339 - acc: 0.9442


8/39 [=====>........................]

- ETA: 9s - loss: 0.1412 - acc: 0.9404


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- ETA: 9s - loss: 0.1385 - acc: 0.9427


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- ETA: 9s - loss: 0.1316 - acc: 0.9445


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- ETA: 8s - loss: 0.1296 - acc: 0.9453


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- ETA: 8s - loss: 0.1280 - acc: 0.9466


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- ETA: 8s - loss: 0.1325 - acc: 0.9453


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- ETA: 8s - loss: 0.1361 - acc: 0.9448


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- ETA: 7s - loss: 0.1336 - acc: 0.9464


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- ETA: 7s - loss: 0.1392 - acc: 0.9463


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- ETA: 7s - loss: 0.1434 - acc: 0.9458


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- ETA: 6s - loss: 0.1412 - acc: 0.9475


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- ETA: 6s - loss: 0.1411 - acc: 0.9465


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- ETA: 6s - loss: 0.1405 - acc: 0.9465


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- ETA: 6s - loss: 0.1425 - acc: 0.9464


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- ETA: 5s - loss: 0.1412 - acc: 0.9460


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- ETA: 5s - loss: 0.1385 - acc: 0.9474


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- ETA: 5s - loss: 0.1378 - acc: 0.9479


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- ETA: 4s - loss: 0.1385 - acc: 0.9472


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- ETA: 4s - loss: 0.1382 - acc: 0.9471


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- ETA: 4s - loss: 0.1408 - acc: 0.9459


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- ETA: 3s - loss: 0.1395 - acc: 0.9464


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- ETA: 3s - loss: 0.1417 - acc: 0.9467


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- ETA: 3s - loss: 0.1402 - acc: 0.9474


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- ETA: 2s - loss: 0.1402 - acc: 0.9476


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- ETA: 2s - loss: 0.1389 - acc: 0.9485


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- ETA: 2s - loss: 0.1398 - acc: 0.9484


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- ETA: 1s - loss: 0.1397 - acc: 0.9488


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- ETA: 1s - loss: 0.1390 - acc: 0.9491


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- ETA: 1s - loss: 0.1390 - acc: 0.9488


37/39 [===========================>..]

- ETA: 0s - loss: 0.1387 - acc: 0.9491


38/39 [============================>.]

- ETA: 0s - loss: 0.1400 - acc: 0.9482

128/878 [===>..........................]

- ETA: 0s - loss: 0.5153 - acc: 0.8359


256/878 [=======>......................]

- ETA: 0s - loss: 0.4373 - acc: 0.8594


384/878 [============>.................]

- ETA: 0s - loss: 0.5086 - acc: 0.8490


512/878 [================>.............]

- ETA: 0s - loss: 0.5001 - acc: 0.8516


640/878 [====================>.........]

- ETA: 0s - loss: 0.4917 - acc: 0.8516


768/878 [=========================>....]

- ETA: 0s - loss: 0.5057 - acc: 0.8438


878/878 [==============================]

- 1s 625us/sample - loss: 0.4888 - acc: 0.8451



39/39 [==============================]

- 14s 357ms/step - loss: 0.1380 - acc: 0.9491 - val_loss: 0.4867 - val_acc: 0.8451


Epoch 28/100

1/39 [..............................]

- ETA: 6s - loss: 0.1696 - acc: 0.9453


2/39 [>.............................]

- ETA: 6s - loss: 0.1599 - acc: 0.9375


3/39 [=>............................]

- ETA: 6s - loss: 0.1350 - acc: 0.9427


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- ETA: 7s - loss: 0.1390 - acc: 0.9414


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- ETA: 8s - loss: 0.1353 - acc: 0.9453


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- ETA: 8s - loss: 0.1268 - acc: 0.9492


7/39 [====>.........................]

- ETA: 8s - loss: 0.1328 - acc: 0.9442


8/39 [=====>........................]

- ETA: 8s - loss: 0.1297 - acc: 0.9443


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- ETA: 8s - loss: 0.1334 - acc: 0.9427


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- ETA: 8s - loss: 0.1343 - acc: 0.9414


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- ETA: 8s - loss: 0.1297 - acc: 0.9446


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- ETA: 8s - loss: 0.1395 - acc: 0.9427


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- ETA: 7s - loss: 0.1387 - acc: 0.9435


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- ETA: 7s - loss: 0.1332 - acc: 0.9464


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- ETA: 7s - loss: 0.1300 - acc: 0.9490


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- ETA: 7s - loss: 0.1293 - acc: 0.9502


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- ETA: 6s - loss: 0.1324 - acc: 0.9490


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- ETA: 6s - loss: 0.1304 - acc: 0.9501


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- ETA: 6s - loss: 0.1309 - acc: 0.9498


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- ETA: 5s - loss: 0.1305 - acc: 0.9512


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- ETA: 5s - loss: 0.1304 - acc: 0.9516


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- ETA: 5s - loss: 0.1337 - acc: 0.9503


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- ETA: 5s - loss: 0.1324 - acc: 0.9511


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- ETA: 4s - loss: 0.1307 - acc: 0.9518


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- ETA: 4s - loss: 0.1284 - acc: 0.9528


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- ETA: 4s - loss: 0.1261 - acc: 0.9534


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- ETA: 3s - loss: 0.1234 - acc: 0.9543


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- ETA: 3s - loss: 0.1225 - acc: 0.9542


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- ETA: 3s - loss: 0.1222 - acc: 0.9542


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- ETA: 2s - loss: 0.1215 - acc: 0.9539


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- ETA: 2s - loss: 0.1216 - acc: 0.9539


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- ETA: 2s - loss: 0.1247 - acc: 0.9524


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- ETA: 1s - loss: 0.1241 - acc: 0.9524


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- ETA: 1s - loss: 0.1240 - acc: 0.9524


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- ETA: 1s - loss: 0.1233 - acc: 0.9529


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- ETA: 0s - loss: 0.1219 - acc: 0.9534


37/39 [===========================>..]

- ETA: 0s - loss: 0.1221 - acc: 0.9536


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- ETA: 0s - loss: 0.1216 - acc: 0.9538

128/878 [===>..........................]

- ETA: 0s - loss: 0.3931 - acc: 0.8906


256/878 [=======>......................]

- ETA: 0s - loss: 0.3391 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.3575 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.3971 - acc: 0.9004


640/878 [====================>.........]

- ETA: 0s - loss: 0.3937 - acc: 0.9000


768/878 [=========================>....]

- ETA: 0s - loss: 0.3852 - acc: 0.8932


878/878 [==============================]

- 1s 628us/sample - loss: 0.3598 - acc: 0.8964



39/39 [==============================]

- 13s 339ms/step - loss: 0.1199 - acc: 0.9546 - val_loss: 0.3567 - val_acc: 0.8964


Epoch 29/100

1/39 [..............................]

- ETA: 5s - loss: 0.0868 - acc: 0.9609


2/39 [>.............................]

- ETA: 6s - loss: 0.1075 - acc: 0.9531


3/39 [=>............................]

- ETA: 8s - loss: 0.0964 - acc: 0.9557


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- ETA: 9s - loss: 0.0942 - acc: 0.9570


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- ETA: 9s - loss: 0.0865 - acc: 0.9625


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- ETA: 9s - loss: 0.0931 - acc: 0.9609


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- ETA: 9s - loss: 0.0992 - acc: 0.9609


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- ETA: 9s - loss: 0.0977 - acc: 0.9639


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- ETA: 9s - loss: 0.0995 - acc: 0.9635


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- ETA: 9s - loss: 0.0941 - acc: 0.9656


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- ETA: 9s - loss: 0.0904 - acc: 0.9666


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- ETA: 8s - loss: 0.0931 - acc: 0.9651


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- ETA: 8s - loss: 0.0990 - acc: 0.9623


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- ETA: 8s - loss: 0.1043 - acc: 0.9605


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- ETA: 8s - loss: 0.1053 - acc: 0.9600


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- ETA: 7s - loss: 0.1025 - acc: 0.9616


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- ETA: 7s - loss: 0.1043 - acc: 0.9611


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- ETA: 7s - loss: 0.1027 - acc: 0.9615


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- ETA: 6s - loss: 0.1012 - acc: 0.9619


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- ETA: 6s - loss: 0.1019 - acc: 0.9614


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- ETA: 6s - loss: 0.1010 - acc: 0.9618


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- ETA: 5s - loss: 0.1028 - acc: 0.9617


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- ETA: 5s - loss: 0.1040 - acc: 0.9617


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- ETA: 5s - loss: 0.1046 - acc: 0.9613


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- ETA: 4s - loss: 0.1046 - acc: 0.9607


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- ETA: 4s - loss: 0.1052 - acc: 0.9598


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- ETA: 4s - loss: 0.1051 - acc: 0.9601


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- ETA: 3s - loss: 0.1063 - acc: 0.9604


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- ETA: 3s - loss: 0.1092 - acc: 0.9594


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- ETA: 3s - loss: 0.1088 - acc: 0.9594


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- ETA: 2s - loss: 0.1071 - acc: 0.9605


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- ETA: 2s - loss: 0.1066 - acc: 0.9605


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- ETA: 2s - loss: 0.1062 - acc: 0.9608


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- ETA: 1s - loss: 0.1100 - acc: 0.9601


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- ETA: 1s - loss: 0.1090 - acc: 0.9603


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- ETA: 1s - loss: 0.1084 - acc: 0.9603


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- ETA: 0s - loss: 0.1122 - acc: 0.9591


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- ETA: 0s - loss: 0.1160 - acc: 0.9571

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- ETA: 0s - loss: 0.3834 - acc: 0.8672


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- ETA: 0s - loss: 0.3036 - acc: 0.8945


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- ETA: 0s - loss: 0.3363 - acc: 0.8958


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- ETA: 0s - loss: 0.3617 - acc: 0.8965


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- ETA: 0s - loss: 0.3513 - acc: 0.8984


768/878 [=========================>....]

- ETA: 0s - loss: 0.3464 - acc: 0.8997


878/878 [==============================]

- 1s 594us/sample - loss: 0.3271 - acc: 0.9032



39/39 [==============================]

- 14s 365ms/step - loss: 0.1170 - acc: 0.9566 - val_loss: 0.3248 - val_acc: 0.9032


Epoch 30/100

1/39 [..............................]

- ETA: 5s - loss: 0.1311 - acc: 0.9453


2/39 [>.............................]

- ETA: 5s - loss: 0.1524 - acc: 0.9297


3/39 [=>............................]

- ETA: 7s - loss: 0.1537 - acc: 0.9323


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- ETA: 8s - loss: 0.1575 - acc: 0.9355


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- ETA: 8s - loss: 0.1573 - acc: 0.9391


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- ETA: 8s - loss: 0.1518 - acc: 0.9414


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- ETA: 8s - loss: 0.1442 - acc: 0.9464


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- ETA: 9s - loss: 0.1445 - acc: 0.9453


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- ETA: 8s - loss: 0.1440 - acc: 0.9462


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- ETA: 8s - loss: 0.1448 - acc: 0.9453


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- ETA: 8s - loss: 0.1471 - acc: 0.9446


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- ETA: 8s - loss: 0.1429 - acc: 0.9466


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- ETA: 7s - loss: 0.1415 - acc: 0.9471


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- ETA: 7s - loss: 0.1458 - acc: 0.9447


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- ETA: 7s - loss: 0.1448 - acc: 0.9448


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- ETA: 7s - loss: 0.1408 - acc: 0.9463


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- ETA: 6s - loss: 0.1401 - acc: 0.9462


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- ETA: 6s - loss: 0.1456 - acc: 0.9427


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- ETA: 6s - loss: 0.1500 - acc: 0.9416


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- ETA: 6s - loss: 0.1516 - acc: 0.9406


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- ETA: 5s - loss: 0.1532 - acc: 0.9408


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- ETA: 5s - loss: 0.1528 - acc: 0.9410


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- ETA: 5s - loss: 0.1563 - acc: 0.9405


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- ETA: 4s - loss: 0.1583 - acc: 0.9397


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- ETA: 4s - loss: 0.1587 - acc: 0.9403


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- ETA: 4s - loss: 0.1583 - acc: 0.9402


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- ETA: 3s - loss: 0.1570 - acc: 0.9409


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- ETA: 3s - loss: 0.1567 - acc: 0.9408


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- ETA: 3s - loss: 0.1544 - acc: 0.9415


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- ETA: 2s - loss: 0.1519 - acc: 0.9424


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- ETA: 2s - loss: 0.1513 - acc: 0.9428


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- ETA: 2s - loss: 0.1494 - acc: 0.9436


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- ETA: 1s - loss: 0.1487 - acc: 0.9444


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- ETA: 1s - loss: 0.1482 - acc: 0.9441


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- ETA: 1s - loss: 0.1473 - acc: 0.9442


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- ETA: 0s - loss: 0.1473 - acc: 0.9444


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- ETA: 0s - loss: 0.1459 - acc: 0.9449


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- ETA: 0s - loss: 0.1453 - acc: 0.9453

128/878 [===>..........................]

- ETA: 0s - loss: 0.4301 - acc: 0.8984


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- ETA: 0s - loss: 0.3825 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4434 - acc: 0.8906


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- ETA: 0s - loss: 0.4789 - acc: 0.8867


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- ETA: 0s - loss: 0.4728 - acc: 0.8891


768/878 [=========================>....]

- ETA: 0s - loss: 0.4951 - acc: 0.8802


878/878 [==============================]

- 1s 875us/sample - loss: 0.4727 - acc: 0.8827



39/39 [==============================]

- 14s 349ms/step - loss: 0.1439 - acc: 0.9459 - val_loss: 0.4700 - val_acc: 0.8827


Epoch 31/100

1/39 [..............................]

- ETA: 7s - loss: 0.1023 - acc: 0.9609


2/39 [>.............................]

- ETA: 7s - loss: 0.0966 - acc: 0.9688


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- ETA: 6s - loss: 0.0943 - acc: 0.9688


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- ETA: 7s - loss: 0.0858 - acc: 0.9707


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- ETA: 8s - loss: 0.0918 - acc: 0.9688


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- ETA: 8s - loss: 0.0942 - acc: 0.9661


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- ETA: 8s - loss: 0.0897 - acc: 0.9676


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- ETA: 8s - loss: 0.0817 - acc: 0.9717


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- ETA: 8s - loss: 0.0820 - acc: 0.9714


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- ETA: 8s - loss: 0.0794 - acc: 0.9727


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- ETA: 8s - loss: 0.0841 - acc: 0.9695


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- ETA: 8s - loss: 0.0841 - acc: 0.9688


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- ETA: 8s - loss: 0.0843 - acc: 0.9681


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- ETA: 7s - loss: 0.0860 - acc: 0.9671


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- ETA: 7s - loss: 0.0885 - acc: 0.9661


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- ETA: 7s - loss: 0.0906 - acc: 0.9648


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- ETA: 7s - loss: 0.0888 - acc: 0.9660


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- ETA: 6s - loss: 0.0896 - acc: 0.9653


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- ETA: 6s - loss: 0.0909 - acc: 0.9646


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- ETA: 6s - loss: 0.0930 - acc: 0.9637


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- ETA: 5s - loss: 0.0947 - acc: 0.9628


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- ETA: 5s - loss: 0.0937 - acc: 0.9634


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- ETA: 5s - loss: 0.0952 - acc: 0.9637


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- ETA: 4s - loss: 0.0935 - acc: 0.9648


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- ETA: 4s - loss: 0.0931 - acc: 0.9656


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- ETA: 4s - loss: 0.0992 - acc: 0.9630


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- ETA: 3s - loss: 0.0979 - acc: 0.9633


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- ETA: 3s - loss: 0.0972 - acc: 0.9637


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- ETA: 3s - loss: 0.0979 - acc: 0.9631


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- ETA: 2s - loss: 0.1016 - acc: 0.9615


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- ETA: 2s - loss: 0.1011 - acc: 0.9612


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- ETA: 2s - loss: 0.1009 - acc: 0.9612


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- ETA: 2s - loss: 0.1015 - acc: 0.9607


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- ETA: 1s - loss: 0.1011 - acc: 0.9612


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- ETA: 1s - loss: 0.1049 - acc: 0.9608


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- ETA: 0s - loss: 0.1061 - acc: 0.9599


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- ETA: 0s - loss: 0.1054 - acc: 0.9597


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- ETA: 0s - loss: 0.1047 - acc: 0.9600

128/878 [===>..........................]

- ETA: 0s - loss: 0.5402 - acc: 0.8359


256/878 [=======>......................]

- ETA: 0s - loss: 0.4734 - acc: 0.8633


384/878 [============>.................]

- ETA: 0s - loss: 0.5130 - acc: 0.8594


512/878 [================>.............]

- ETA: 0s - loss: 0.5015 - acc: 0.8633


640/878 [====================>.........]

- ETA: 0s - loss: 0.4945 - acc: 0.8656


768/878 [=========================>....]

- ETA: 0s - loss: 0.5205 - acc: 0.8568


878/878 [==============================]

- 1s 619us/sample - loss: 0.5015 - acc: 0.8565



39/39 [==============================]

- 14s 349ms/step - loss: 0.1045 - acc: 0.9602 - val_loss: 0.4992 - val_acc: 0.8565


Epoch 32/100

1/39 [..............................]

- ETA: 5s - loss: 0.1302 - acc: 0.9453


2/39 [>.............................]

- ETA: 5s - loss: 0.1172 - acc: 0.9492


3/39 [=>............................]

- ETA: 6s - loss: 0.1179 - acc: 0.9427


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- ETA: 7s - loss: 0.1221 - acc: 0.9395


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- ETA: 8s - loss: 0.1171 - acc: 0.9422


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- ETA: 8s - loss: 0.1104 - acc: 0.9479


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- ETA: 8s - loss: 0.1052 - acc: 0.9520


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- ETA: 8s - loss: 0.1057 - acc: 0.9541


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- ETA: 8s - loss: 0.1017 - acc: 0.9566


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- ETA: 8s - loss: 0.1025 - acc: 0.9578


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- ETA: 8s - loss: 0.1036 - acc: 0.9567


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- ETA: 8s - loss: 0.1070 - acc: 0.9570


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- ETA: 8s - loss: 0.1061 - acc: 0.9573


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- ETA: 7s - loss: 0.1077 - acc: 0.9576


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- ETA: 7s - loss: 0.1083 - acc: 0.9573


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- ETA: 7s - loss: 0.1080 - acc: 0.9565


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- ETA: 7s - loss: 0.1048 - acc: 0.9582


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- ETA: 6s - loss: 0.1040 - acc: 0.9579


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- ETA: 6s - loss: 0.1048 - acc: 0.9581


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- ETA: 6s - loss: 0.1045 - acc: 0.9578


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- ETA: 5s - loss: 0.1028 - acc: 0.9580


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- ETA: 5s - loss: 0.1021 - acc: 0.9581


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- ETA: 5s - loss: 0.0996 - acc: 0.9589


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- ETA: 4s - loss: 0.0982 - acc: 0.9593


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- ETA: 4s - loss: 0.0963 - acc: 0.9603


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- ETA: 4s - loss: 0.0972 - acc: 0.9606


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- ETA: 3s - loss: 0.0946 - acc: 0.9618


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- ETA: 3s - loss: 0.0932 - acc: 0.9626


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- ETA: 3s - loss: 0.0962 - acc: 0.9617


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- ETA: 2s - loss: 0.0948 - acc: 0.9625


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- ETA: 2s - loss: 0.0937 - acc: 0.9632


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- ETA: 2s - loss: 0.0958 - acc: 0.9617


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- ETA: 1s - loss: 0.0974 - acc: 0.9610


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- ETA: 1s - loss: 0.0976 - acc: 0.9612


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- ETA: 1s - loss: 0.0969 - acc: 0.9619


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- ETA: 0s - loss: 0.0967 - acc: 0.9616


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- ETA: 0s - loss: 0.0988 - acc: 0.9612


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- ETA: 0s - loss: 0.0975 - acc: 0.9618

128/878 [===>..........................]

- ETA: 0s - loss: 0.3826 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.3506 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.3487 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.3542 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.3564 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.3692 - acc: 0.8932


878/878 [==============================]

- 1s 629us/sample - loss: 0.3613 - acc: 0.8941



39/39 [==============================]

- 13s 343ms/step - loss: 0.0967 - acc: 0.9620 - val_loss: 0.3604 - val_acc: 0.8941


Epoch 33/100

1/39 [..............................]

- ETA: 5s - loss: 0.0414 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0666 - acc: 0.9883


3/39 [=>............................]

- ETA: 8s - loss: 0.0676 - acc: 0.9844


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- ETA: 9s - loss: 0.0646 - acc: 0.9824


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- ETA: 9s - loss: 0.0675 - acc: 0.9812


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- ETA: 9s - loss: 0.0709 - acc: 0.9792


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- ETA: 9s - loss: 0.0697 - acc: 0.9810


8/39 [=====>........................]

- ETA: 9s - loss: 0.0717 - acc: 0.9795


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- ETA: 9s - loss: 0.0727 - acc: 0.9774


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- ETA: 9s - loss: 0.0749 - acc: 0.9766


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- ETA: 8s - loss: 0.0778 - acc: 0.9744


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- ETA: 8s - loss: 0.0804 - acc: 0.9740


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- ETA: 8s - loss: 0.0824 - acc: 0.9748


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- ETA: 8s - loss: 0.0857 - acc: 0.9732


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- ETA: 7s - loss: 0.0851 - acc: 0.9729


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- ETA: 7s - loss: 0.0822 - acc: 0.9736


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- ETA: 7s - loss: 0.0881 - acc: 0.9720


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- ETA: 7s - loss: 0.0860 - acc: 0.9722


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- ETA: 6s - loss: 0.0857 - acc: 0.9725


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- ETA: 6s - loss: 0.0851 - acc: 0.9723


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- ETA: 6s - loss: 0.0841 - acc: 0.9732


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- ETA: 5s - loss: 0.0844 - acc: 0.9728


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- ETA: 5s - loss: 0.0829 - acc: 0.9730


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- ETA: 5s - loss: 0.0814 - acc: 0.9731


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- ETA: 4s - loss: 0.0821 - acc: 0.9730


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- ETA: 4s - loss: 0.0816 - acc: 0.9731


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- ETA: 4s - loss: 0.0811 - acc: 0.9729


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- ETA: 3s - loss: 0.0811 - acc: 0.9734


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- ETA: 3s - loss: 0.0842 - acc: 0.9718


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- ETA: 3s - loss: 0.0832 - acc: 0.9723


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- ETA: 2s - loss: 0.0817 - acc: 0.9732


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- ETA: 2s - loss: 0.0818 - acc: 0.9735


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- ETA: 2s - loss: 0.0818 - acc: 0.9734


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- ETA: 1s - loss: 0.0830 - acc: 0.9721


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- ETA: 1s - loss: 0.0829 - acc: 0.9720


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- ETA: 1s - loss: 0.0866 - acc: 0.9710


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- ETA: 0s - loss: 0.0864 - acc: 0.9701


38/39 [============================>.]

- ETA: 0s - loss: 0.0857 - acc: 0.9703

128/878 [===>..........................]

- ETA: 0s - loss: 0.6779 - acc: 0.8594


256/878 [=======>......................]

- ETA: 0s - loss: 0.6420 - acc: 0.8750


384/878 [============>.................]

- ETA: 0s - loss: 0.7283 - acc: 0.8594


512/878 [================>.............]

- ETA: 0s - loss: 0.7534 - acc: 0.8574


640/878 [====================>.........]

- ETA: 0s - loss: 0.7359 - acc: 0.8609


768/878 [=========================>....]

- ETA: 0s - loss: 0.7358 - acc: 0.8542


878/878 [==============================]

- 1s 642us/sample - loss: 0.7154 - acc: 0.8565



39/39 [==============================]

- 14s 361ms/step - loss: 0.0857 - acc: 0.9702 - val_loss: 0.7129 - val_acc: 0.8565


Epoch 34/100

1/39 [..............................]

- ETA: 5s - loss: 0.1943 - acc: 0.9531


2/39 [>.............................]

- ETA: 12s - loss: 0.1279 - acc: 0.9609


3/39 [=>............................]

- ETA: 10s - loss: 0.1271 - acc: 0.9661


4/39 [==>...........................]

- ETA: 9s - loss: 0.1249 - acc: 0.9609


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- ETA: 8s - loss: 0.1309 - acc: 0.9563


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- ETA: 8s - loss: 0.1187 - acc: 0.9583


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- ETA: 8s - loss: 0.1132 - acc: 0.9598


8/39 [=====>........................]

- ETA: 8s - loss: 0.1205 - acc: 0.9580


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- ETA: 8s - loss: 0.1176 - acc: 0.9592


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- ETA: 8s - loss: 0.1150 - acc: 0.9588


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- ETA: 8s - loss: 0.1089 - acc: 0.9611


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- ETA: 7s - loss: 0.1106 - acc: 0.9598


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- ETA: 7s - loss: 0.1093 - acc: 0.9599


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- ETA: 7s - loss: 0.1064 - acc: 0.9611


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- ETA: 7s - loss: 0.1055 - acc: 0.9611


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- ETA: 6s - loss: 0.1047 - acc: 0.9621


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- ETA: 6s - loss: 0.1032 - acc: 0.9624


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- ETA: 6s - loss: 0.1025 - acc: 0.9628


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- ETA: 6s - loss: 0.1011 - acc: 0.9635


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- ETA: 5s - loss: 0.1001 - acc: 0.9630


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- ETA: 5s - loss: 0.1019 - acc: 0.9618


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- ETA: 5s - loss: 0.1029 - acc: 0.9607


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- ETA: 5s - loss: 0.1052 - acc: 0.9590


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- ETA: 4s - loss: 0.1027 - acc: 0.9600


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- ETA: 4s - loss: 0.1030 - acc: 0.9601


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- ETA: 4s - loss: 0.1023 - acc: 0.9601


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- ETA: 3s - loss: 0.1014 - acc: 0.9601


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- ETA: 3s - loss: 0.1005 - acc: 0.9604


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- ETA: 3s - loss: 0.1017 - acc: 0.9597


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- ETA: 2s - loss: 0.1014 - acc: 0.9602


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- ETA: 2s - loss: 0.1009 - acc: 0.9610


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- ETA: 2s - loss: 0.0999 - acc: 0.9615


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- ETA: 1s - loss: 0.1010 - acc: 0.9612


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- ETA: 1s - loss: 0.1003 - acc: 0.9615


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- ETA: 1s - loss: 0.1002 - acc: 0.9617


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- ETA: 0s - loss: 0.0991 - acc: 0.9621


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- ETA: 0s - loss: 0.1008 - acc: 0.9614


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- ETA: 0s - loss: 0.1003 - acc: 0.9614

128/878 [===>..........................]

- ETA: 0s - loss: 0.4445 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.4259 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.4209 - acc: 0.8880


512/878 [================>.............]

- ETA: 0s - loss: 0.4458 - acc: 0.8887


640/878 [====================>.........]

- ETA: 0s - loss: 0.4444 - acc: 0.8953


768/878 [=========================>....]

- ETA: 0s - loss: 0.4367 - acc: 0.8945


878/878 [==============================]

- 1s 918us/sample - loss: 0.4269 - acc: 0.8929



39/39 [==============================]

- 13s 345ms/step - loss: 0.1004 - acc: 0.9614 - val_loss: 0.4257 - val_acc: 0.8929


Epoch 35/100

1/39 [..............................]

- ETA: 6s - loss: 0.1317 - acc: 0.9531


2/39 [>.............................]

- ETA: 6s - loss: 0.0852 - acc: 0.9727


3/39 [=>............................]

- ETA: 5s - loss: 0.0837 - acc: 0.9714


4/39 [==>...........................]

- ETA: 6s - loss: 0.0708 - acc: 0.9785


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- ETA: 7s - loss: 0.0638 - acc: 0.9797


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- ETA: 7s - loss: 0.0608 - acc: 0.9818


7/39 [====>.........................]

- ETA: 8s - loss: 0.0638 - acc: 0.9777


8/39 [=====>........................]

- ETA: 8s - loss: 0.0629 - acc: 0.9775


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- ETA: 8s - loss: 0.0665 - acc: 0.9762


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- ETA: 8s - loss: 0.0635 - acc: 0.9778


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- ETA: 7s - loss: 0.0617 - acc: 0.9777


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- ETA: 7s - loss: 0.0658 - acc: 0.9776


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- ETA: 7s - loss: 0.0650 - acc: 0.9775


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- ETA: 7s - loss: 0.0655 - acc: 0.9769


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- ETA: 7s - loss: 0.0692 - acc: 0.9763


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- ETA: 6s - loss: 0.0683 - acc: 0.9773


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- ETA: 6s - loss: 0.0709 - acc: 0.9750


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- ETA: 6s - loss: 0.0699 - acc: 0.9751


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- ETA: 6s - loss: 0.0688 - acc: 0.9755


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- ETA: 5s - loss: 0.0681 - acc: 0.9756


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- ETA: 5s - loss: 0.0666 - acc: 0.9764


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- ETA: 5s - loss: 0.0698 - acc: 0.9753


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- ETA: 5s - loss: 0.0680 - acc: 0.9761


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- ETA: 4s - loss: 0.0690 - acc: 0.9748


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- ETA: 4s - loss: 0.0690 - acc: 0.9749


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- ETA: 4s - loss: 0.0690 - acc: 0.9746


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- ETA: 3s - loss: 0.0695 - acc: 0.9744


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- ETA: 3s - loss: 0.0680 - acc: 0.9750


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- ETA: 3s - loss: 0.0690 - acc: 0.9745


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- ETA: 2s - loss: 0.0687 - acc: 0.9746


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- ETA: 2s - loss: 0.0682 - acc: 0.9747


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- ETA: 2s - loss: 0.0708 - acc: 0.9745


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- ETA: 1s - loss: 0.0727 - acc: 0.9736


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- ETA: 1s - loss: 0.0741 - acc: 0.9723


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- ETA: 1s - loss: 0.0759 - acc: 0.9718


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- ETA: 0s - loss: 0.0761 - acc: 0.9715


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- ETA: 0s - loss: 0.0763 - acc: 0.9716


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- ETA: 0s - loss: 0.0778 - acc: 0.9715

128/878 [===>..........................]

- ETA: 0s - loss: 0.7475 - acc: 0.8438


256/878 [=======>......................]

- ETA: 0s - loss: 0.7155 - acc: 0.8438


384/878 [============>.................]

- ETA: 0s - loss: 0.8592 - acc: 0.8203


512/878 [================>.............]

- ETA: 0s - loss: 0.8426 - acc: 0.8281


640/878 [====================>.........]

- ETA: 0s - loss: 0.8185 - acc: 0.8297


768/878 [=========================>....]

- ETA: 0s - loss: 0.8632 - acc: 0.8177


878/878 [==============================]

- 1s 834us/sample - loss: 0.8517 - acc: 0.8178



39/39 [==============================]

- 14s 347ms/step - loss: 0.0788 - acc: 0.9710 - val_loss: 0.8503 - val_acc: 0.8178


Epoch 36/100

1/39 [..............................]

- ETA: 8s - loss: 0.0875 - acc: 0.9817


2/39 [>.............................]

- ETA: 7s - loss: 0.0727 - acc: 0.9789


3/39 [=>............................]

- ETA: 7s - loss: 0.0636 - acc: 0.9836


4/39 [==>...........................]

- ETA: 6s - loss: 0.1088 - acc: 0.9554


5/39 [==>...........................]

- ETA: 7s - loss: 0.1022 - acc: 0.9565


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- ETA: 7s - loss: 0.0924 - acc: 0.9613


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- ETA: 7s - loss: 0.0940 - acc: 0.9612


8/39 [=====>........................]

- ETA: 7s - loss: 0.1005 - acc: 0.9612


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- ETA: 7s - loss: 0.1021 - acc: 0.9594


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- ETA: 7s - loss: 0.1023 - acc: 0.9596


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- ETA: 7s - loss: 0.1092 - acc: 0.9582


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- ETA: 7s - loss: 0.1092 - acc: 0.9591


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- ETA: 7s - loss: 0.1062 - acc: 0.9605


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- ETA: 7s - loss: 0.1113 - acc: 0.9583


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- ETA: 7s - loss: 0.1087 - acc: 0.9600


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- ETA: 6s - loss: 0.1081 - acc: 0.9601


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- ETA: 6s - loss: 0.1116 - acc: 0.9587


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- ETA: 6s - loss: 0.1108 - acc: 0.9593


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- ETA: 6s - loss: 0.1086 - acc: 0.9602


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- ETA: 5s - loss: 0.1063 - acc: 0.9618


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- ETA: 5s - loss: 0.1085 - acc: 0.9607


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- ETA: 5s - loss: 0.1086 - acc: 0.9610


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- ETA: 4s - loss: 0.1075 - acc: 0.9610


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- ETA: 4s - loss: 0.1067 - acc: 0.9610


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- ETA: 4s - loss: 0.1062 - acc: 0.9607


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- ETA: 4s - loss: 0.1045 - acc: 0.9610


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- ETA: 3s - loss: 0.1028 - acc: 0.9616


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- ETA: 3s - loss: 0.1016 - acc: 0.9619


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- ETA: 3s - loss: 0.1007 - acc: 0.9626


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- ETA: 2s - loss: 0.1004 - acc: 0.9628


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- ETA: 2s - loss: 0.0991 - acc: 0.9635


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- ETA: 2s - loss: 0.0987 - acc: 0.9635


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- ETA: 1s - loss: 0.0988 - acc: 0.9634


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- ETA: 1s - loss: 0.1004 - acc: 0.9626


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- ETA: 1s - loss: 0.0990 - acc: 0.9628


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- ETA: 0s - loss: 0.1006 - acc: 0.9625


37/39 [===========================>..]

- ETA: 0s - loss: 0.1002 - acc: 0.9631


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- ETA: 0s - loss: 0.1000 - acc: 0.9633

128/878 [===>..........................]

- ETA: 0s - loss: 0.6431 - acc: 0.8516


256/878 [=======>......................]

- ETA: 0s - loss: 0.5977 - acc: 0.8789


384/878 [============>.................]

- ETA: 0s - loss: 0.6560 - acc: 0.8698


512/878 [================>.............]

- ETA: 0s - loss: 0.7058 - acc: 0.8691


640/878 [====================>.........]

- ETA: 0s - loss: 0.6762 - acc: 0.8594


768/878 [=========================>....]

- ETA: 0s - loss: 0.7038 - acc: 0.8542


878/878 [==============================]

- 1s 603us/sample - loss: 0.6597 - acc: 0.8588



39/39 [==============================]

- 13s 332ms/step - loss: 0.0994 - acc: 0.9638 - val_loss: 0.6543 - val_acc: 0.8588


Epoch 37/100

1/39 [..............................]

- ETA: 5s - loss: 0.0671 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0711 - acc: 0.9727


3/39 [=>............................]

- ETA: 6s - loss: 0.0646 - acc: 0.9740


4/39 [==>...........................]

- ETA: 8s - loss: 0.0737 - acc: 0.9707


5/39 [==>...........................]

- ETA: 8s - loss: 0.0715 - acc: 0.9688


6/39 [===>..........................]

- ETA: 8s - loss: 0.0763 - acc: 0.9648


7/39 [====>.........................]

- ETA: 8s - loss: 0.0731 - acc: 0.9676


8/39 [=====>........................]

- ETA: 8s - loss: 0.0708 - acc: 0.9678


9/39 [=====>........................]

- ETA: 8s - loss: 0.0798 - acc: 0.9670


10/39 [======>.......................]

- ETA: 8s - loss: 0.0844 - acc: 0.9656


11/39 [=======>......................]

- ETA: 8s - loss: 0.0823 - acc: 0.9666


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- ETA: 8s - loss: 0.0794 - acc: 0.9681


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- ETA: 7s - loss: 0.0779 - acc: 0.9694


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- ETA: 7s - loss: 0.0781 - acc: 0.9699


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- ETA: 7s - loss: 0.0761 - acc: 0.9703


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- ETA: 7s - loss: 0.0801 - acc: 0.9692


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- ETA: 7s - loss: 0.0777 - acc: 0.9701


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- ETA: 6s - loss: 0.0787 - acc: 0.9701


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- ETA: 6s - loss: 0.0830 - acc: 0.9692


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- ETA: 6s - loss: 0.0825 - acc: 0.9699


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- ETA: 5s - loss: 0.0813 - acc: 0.9700


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- ETA: 5s - loss: 0.0794 - acc: 0.9703


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- ETA: 5s - loss: 0.0771 - acc: 0.9716


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- ETA: 4s - loss: 0.0754 - acc: 0.9725


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- ETA: 4s - loss: 0.0786 - acc: 0.9714


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- ETA: 4s - loss: 0.0793 - acc: 0.9710


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- ETA: 3s - loss: 0.0779 - acc: 0.9715


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- ETA: 3s - loss: 0.0785 - acc: 0.9711


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- ETA: 3s - loss: 0.0790 - acc: 0.9710


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- ETA: 2s - loss: 0.0815 - acc: 0.9702


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- ETA: 2s - loss: 0.0828 - acc: 0.9691


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- ETA: 2s - loss: 0.0832 - acc: 0.9691


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- ETA: 2s - loss: 0.0841 - acc: 0.9688


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- ETA: 1s - loss: 0.0850 - acc: 0.9688


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- ETA: 1s - loss: 0.0874 - acc: 0.9679


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- ETA: 1s - loss: 0.0875 - acc: 0.9675


37/39 [===========================>..]

- ETA: 0s - loss: 0.0871 - acc: 0.9678


38/39 [============================>.]

- ETA: 0s - loss: 0.0875 - acc: 0.9674

128/878 [===>..........................]

- ETA: 0s - loss: 0.2827 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.2494 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.2880 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.3129 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.3167 - acc: 0.9172


768/878 [=========================>....]

- ETA: 0s - loss: 0.3131 - acc: 0.9193


878/878 [==============================]

- 1s 1ms/sample - loss: 0.2888 - acc: 0.9237



39/39 [==============================]

- 14s 364ms/step - loss: 0.0893 - acc: 0.9672 - val_loss: 0.2858 - val_acc: 0.9237


Epoch 38/100

1/39 [..............................]

- ETA: 7s - loss: 0.1009 - acc: 0.9688


2/39 [>.............................]

- ETA: 6s - loss: 0.0905 - acc: 0.9727


3/39 [=>............................]

- ETA: 6s - loss: 0.0762 - acc: 0.9766


4/39 [==>...........................]

- ETA: 6s - loss: 0.0985 - acc: 0.9648


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- ETA: 6s - loss: 0.0875 - acc: 0.9688


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- ETA: 6s - loss: 0.0822 - acc: 0.9714


7/39 [====>.........................]

- ETA: 7s - loss: 0.0844 - acc: 0.9721


8/39 [=====>........................]

- ETA: 7s - loss: 0.0824 - acc: 0.9727


9/39 [=====>........................]

- ETA: 7s - loss: 0.0880 - acc: 0.9696


10/39 [======>.......................]

- ETA: 7s - loss: 0.0906 - acc: 0.9680


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- ETA: 7s - loss: 0.0853 - acc: 0.9695


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- ETA: 7s - loss: 0.0894 - acc: 0.9688


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- ETA: 7s - loss: 0.0888 - acc: 0.9700


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- ETA: 7s - loss: 0.0850 - acc: 0.9715


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- ETA: 6s - loss: 0.0834 - acc: 0.9719


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- ETA: 6s - loss: 0.0875 - acc: 0.9707


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- ETA: 6s - loss: 0.0837 - acc: 0.9724


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- ETA: 6s - loss: 0.0844 - acc: 0.9722


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- ETA: 6s - loss: 0.0845 - acc: 0.9720


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- ETA: 5s - loss: 0.0859 - acc: 0.9707


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- ETA: 5s - loss: 0.0843 - acc: 0.9710


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- ETA: 5s - loss: 0.0851 - acc: 0.9705


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- ETA: 4s - loss: 0.0854 - acc: 0.9694


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- ETA: 4s - loss: 0.0852 - acc: 0.9697


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- ETA: 4s - loss: 0.0843 - acc: 0.9700


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- ETA: 4s - loss: 0.0843 - acc: 0.9700


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- ETA: 3s - loss: 0.0841 - acc: 0.9705


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- ETA: 3s - loss: 0.0849 - acc: 0.9707


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- ETA: 3s - loss: 0.0835 - acc: 0.9712


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- ETA: 2s - loss: 0.0834 - acc: 0.9714


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- ETA: 2s - loss: 0.0827 - acc: 0.9715


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- ETA: 2s - loss: 0.0839 - acc: 0.9707


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- ETA: 1s - loss: 0.0849 - acc: 0.9706


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- ETA: 1s - loss: 0.0847 - acc: 0.9710


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- ETA: 1s - loss: 0.0870 - acc: 0.9699


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- ETA: 0s - loss: 0.0862 - acc: 0.9698


37/39 [===========================>..]

- ETA: 0s - loss: 0.0866 - acc: 0.9697


38/39 [============================>.]

- ETA: 0s - loss: 0.0868 - acc: 0.9699

128/878 [===>..........................]

- ETA: 0s - loss: 0.7001 - acc: 0.8594


256/878 [=======>......................]

- ETA: 0s - loss: 0.6010 - acc: 0.8789


384/878 [============>.................]

- ETA: 0s - loss: 0.6593 - acc: 0.8568


512/878 [================>.............]

- ETA: 0s - loss: 0.6644 - acc: 0.8457


640/878 [====================>.........]

- ETA: 0s - loss: 0.6522 - acc: 0.8438


768/878 [=========================>....]

- ETA: 0s - loss: 0.6892 - acc: 0.8320


878/878 [==============================]

- 1s 595us/sample - loss: 0.6718 - acc: 0.8360



39/39 [==============================]

- 13s 331ms/step - loss: 0.0868 - acc: 0.9698 - val_loss: 0.6697 - val_acc: 0.8360


Epoch 39/100

1/39 [..............................]

- ETA: 5s - loss: 0.1036 - acc: 0.9688


2/39 [>.............................]

- ETA: 5s - loss: 0.1017 - acc: 0.9609


3/39 [=>............................]

- ETA: 6s - loss: 0.0901 - acc: 0.9616


4/39 [==>...........................]

- ETA: 7s - loss: 0.0855 - acc: 0.9635


5/39 [==>...........................]

- ETA: 8s - loss: 0.0829 - acc: 0.9662


6/39 [===>..........................]

- ETA: 8s - loss: 0.0746 - acc: 0.9706


7/39 [====>.........................]

- ETA: 9s - loss: 0.0753 - acc: 0.9726


8/39 [=====>........................]

- ETA: 8s - loss: 0.0707 - acc: 0.9751


9/39 [=====>........................]

- ETA: 8s - loss: 0.0703 - acc: 0.9762


10/39 [======>.......................]

- ETA: 8s - loss: 0.0684 - acc: 0.9770


11/39 [=======>......................]

- ETA: 8s - loss: 0.0689 - acc: 0.9762


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- ETA: 8s - loss: 0.0696 - acc: 0.9756


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- ETA: 8s - loss: 0.0716 - acc: 0.9757


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- ETA: 7s - loss: 0.0712 - acc: 0.9752


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- ETA: 7s - loss: 0.0706 - acc: 0.9753


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- ETA: 7s - loss: 0.0683 - acc: 0.9763


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- ETA: 7s - loss: 0.0705 - acc: 0.9750


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- ETA: 6s - loss: 0.0687 - acc: 0.9755


19/39 [=============>................]

- ETA: 6s - loss: 0.0701 - acc: 0.9755


20/39 [==============>...............]

- ETA: 6s - loss: 0.0687 - acc: 0.9760


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- ETA: 5s - loss: 0.0676 - acc: 0.9760


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- ETA: 5s - loss: 0.0679 - acc: 0.9760


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- ETA: 5s - loss: 0.0684 - acc: 0.9764


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- ETA: 4s - loss: 0.0695 - acc: 0.9758


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- ETA: 4s - loss: 0.0679 - acc: 0.9764


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- ETA: 4s - loss: 0.0668 - acc: 0.9770


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- ETA: 3s - loss: 0.0660 - acc: 0.9770


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- ETA: 3s - loss: 0.0648 - acc: 0.9776


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- ETA: 3s - loss: 0.0660 - acc: 0.9759


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- ETA: 3s - loss: 0.0677 - acc: 0.9746


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- ETA: 2s - loss: 0.0665 - acc: 0.9752


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- ETA: 2s - loss: 0.0684 - acc: 0.9745


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- ETA: 2s - loss: 0.0670 - acc: 0.9753


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- ETA: 1s - loss: 0.0666 - acc: 0.9753


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- ETA: 1s - loss: 0.0665 - acc: 0.9751


36/39 [==========================>...]

- ETA: 1s - loss: 0.0687 - acc: 0.9745


37/39 [===========================>..]

- ETA: 0s - loss: 0.0691 - acc: 0.9741


38/39 [============================>.]

- ETA: 0s - loss: 0.0705 - acc: 0.9740

128/878 [===>..........................]

- ETA: 0s - loss: 0.5124 - acc: 0.8672


256/878 [=======>......................]

- ETA: 0s - loss: 0.4717 - acc: 0.8711


384/878 [============>.................]

- ETA: 0s - loss: 0.4686 - acc: 0.8802


512/878 [================>.............]

- ETA: 0s - loss: 0.5100 - acc: 0.8828


640/878 [====================>.........]

- ETA: 0s - loss: 0.4688 - acc: 0.8859


768/878 [=========================>....]

- ETA: 0s - loss: 0.5001 - acc: 0.8763


878/878 [==============================]

- 1s 596us/sample - loss: 0.4768 - acc: 0.8815



39/39 [==============================]

- 14s 350ms/step - loss: 0.0712 - acc: 0.9741 - val_loss: 0.4739 - val_acc: 0.8815


Epoch 40/100

1/39 [..............................]

- ETA: 5s - loss: 0.0903 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0960 - acc: 0.9648


3/39 [=>............................]

- ETA: 6s - loss: 0.0949 - acc: 0.9661


4/39 [==>...........................]

- ETA: 7s - loss: 0.0949 - acc: 0.9648


5/39 [==>...........................]

- ETA: 8s - loss: 0.0843 - acc: 0.9672


6/39 [===>..........................]

- ETA: 8s - loss: 0.0761 - acc: 0.9714


7/39 [====>.........................]

- ETA: 8s - loss: 0.0748 - acc: 0.9721


8/39 [=====>........................]

- ETA: 8s - loss: 0.0713 - acc: 0.9727


9/39 [=====>........................]

- ETA: 8s - loss: 0.0705 - acc: 0.9740


10/39 [======>.......................]

- ETA: 8s - loss: 0.0702 - acc: 0.9727


11/39 [=======>......................]

- ETA: 8s - loss: 0.0690 - acc: 0.9737


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- ETA: 8s - loss: 0.0692 - acc: 0.9714


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- ETA: 7s - loss: 0.0666 - acc: 0.9730


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- ETA: 7s - loss: 0.0695 - acc: 0.9721


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- ETA: 7s - loss: 0.0705 - acc: 0.9729


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- ETA: 7s - loss: 0.0679 - acc: 0.9739


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- ETA: 6s - loss: 0.0655 - acc: 0.9750


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- ETA: 6s - loss: 0.0665 - acc: 0.9746


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- ETA: 6s - loss: 0.0676 - acc: 0.9735


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- ETA: 5s - loss: 0.0667 - acc: 0.9736


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- ETA: 5s - loss: 0.0686 - acc: 0.9734


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- ETA: 5s - loss: 0.0672 - acc: 0.9739


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- ETA: 5s - loss: 0.0670 - acc: 0.9740


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- ETA: 4s - loss: 0.0655 - acc: 0.9741


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- ETA: 4s - loss: 0.0641 - acc: 0.9745


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- ETA: 4s - loss: 0.0637 - acc: 0.9746


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- ETA: 3s - loss: 0.0637 - acc: 0.9744


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- ETA: 3s - loss: 0.0651 - acc: 0.9742


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- ETA: 3s - loss: 0.0648 - acc: 0.9743


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- ETA: 2s - loss: 0.0689 - acc: 0.9736


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- ETA: 2s - loss: 0.0690 - acc: 0.9734


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- ETA: 2s - loss: 0.0704 - acc: 0.9723


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- ETA: 1s - loss: 0.0698 - acc: 0.9719


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- ETA: 1s - loss: 0.0698 - acc: 0.9716


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- ETA: 1s - loss: 0.0698 - acc: 0.9715


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- ETA: 0s - loss: 0.0742 - acc: 0.9704


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- ETA: 0s - loss: 0.0745 - acc: 0.9703


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- ETA: 0s - loss: 0.0737 - acc: 0.9709

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- ETA: 0s - loss: 0.4009 - acc: 0.8984


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- ETA: 0s - loss: 0.4267 - acc: 0.8906


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- ETA: 0s - loss: 0.4476 - acc: 0.8906


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- ETA: 0s - loss: 0.4542 - acc: 0.8945


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- ETA: 0s - loss: 0.4609 - acc: 0.8969


768/878 [=========================>....]

- ETA: 0s - loss: 0.4932 - acc: 0.8880


878/878 [==============================]

- 1s 605us/sample - loss: 0.4899 - acc: 0.8872



39/39 [==============================]

- 13s 336ms/step - loss: 0.0731 - acc: 0.9710 - val_loss: 0.4894 - val_acc: 0.8872


Epoch 41/100

1/39 [..............................]

- ETA: 6s - loss: 0.0480 - acc: 0.9844


2/39 [>.............................]

- ETA: 12s - loss: 0.0508 - acc: 0.9883


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- ETA: 11s - loss: 0.0486 - acc: 0.9844


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- ETA: 9s - loss: 0.0489 - acc: 0.9824


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- ETA: 9s - loss: 0.0525 - acc: 0.9812


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- ETA: 9s - loss: 0.0622 - acc: 0.9792


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- ETA: 9s - loss: 0.0698 - acc: 0.9772


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- ETA: 9s - loss: 0.0749 - acc: 0.9751


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- ETA: 9s - loss: 0.0843 - acc: 0.9700


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- ETA: 8s - loss: 0.0863 - acc: 0.9683


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- ETA: 8s - loss: 0.0923 - acc: 0.9654


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- ETA: 8s - loss: 0.0871 - acc: 0.9684


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- ETA: 8s - loss: 0.0885 - acc: 0.9678


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- ETA: 8s - loss: 0.0917 - acc: 0.9662


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- ETA: 7s - loss: 0.0945 - acc: 0.9653


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- ETA: 7s - loss: 0.0921 - acc: 0.9655


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- ETA: 7s - loss: 0.0932 - acc: 0.9652


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- ETA: 6s - loss: 0.0932 - acc: 0.9654


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- ETA: 6s - loss: 0.0929 - acc: 0.9652


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- ETA: 6s - loss: 0.0912 - acc: 0.9654


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- ETA: 5s - loss: 0.0933 - acc: 0.9648


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- ETA: 5s - loss: 0.0910 - acc: 0.9660


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- ETA: 5s - loss: 0.0908 - acc: 0.9662


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- ETA: 5s - loss: 0.0888 - acc: 0.9666


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- ETA: 4s - loss: 0.0882 - acc: 0.9667


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- ETA: 4s - loss: 0.0871 - acc: 0.9668


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- ETA: 4s - loss: 0.0858 - acc: 0.9674


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- ETA: 3s - loss: 0.0875 - acc: 0.9672


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- ETA: 3s - loss: 0.0866 - acc: 0.9678


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- ETA: 3s - loss: 0.0886 - acc: 0.9670


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- ETA: 2s - loss: 0.0876 - acc: 0.9676


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- ETA: 2s - loss: 0.0864 - acc: 0.9679


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- ETA: 2s - loss: 0.0852 - acc: 0.9684


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- ETA: 1s - loss: 0.0852 - acc: 0.9688


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- ETA: 1s - loss: 0.0848 - acc: 0.9686


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- ETA: 1s - loss: 0.0853 - acc: 0.9682


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- ETA: 0s - loss: 0.0873 - acc: 0.9680


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- ETA: 0s - loss: 0.0893 - acc: 0.9674

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- ETA: 0s - loss: 0.4196 - acc: 0.8828


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- ETA: 0s - loss: 0.4532 - acc: 0.8789


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- ETA: 0s - loss: 0.5391 - acc: 0.8724


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- ETA: 0s - loss: 0.5559 - acc: 0.8691


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- ETA: 0s - loss: 0.5578 - acc: 0.8672


768/878 [=========================>....]

- ETA: 0s - loss: 0.5710 - acc: 0.8594


878/878 [==============================]

- 1s 602us/sample - loss: 0.5467 - acc: 0.8622



39/39 [==============================]

- 14s 354ms/step - loss: 0.0896 - acc: 0.9674 - val_loss: 0.5437 - val_acc: 0.8622


Epoch 42/100

1/39 [..............................]

- ETA: 6s - loss: 0.0809 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0763 - acc: 0.9766


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- ETA: 6s - loss: 0.0672 - acc: 0.9792


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- ETA: 7s - loss: 0.0611 - acc: 0.9785


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- ETA: 8s - loss: 0.0681 - acc: 0.9750


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- ETA: 8s - loss: 0.0645 - acc: 0.9753


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- ETA: 8s - loss: 0.0655 - acc: 0.9749


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- ETA: 8s - loss: 0.0736 - acc: 0.9721


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- ETA: 8s - loss: 0.0715 - acc: 0.9744


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- ETA: 8s - loss: 0.0762 - acc: 0.9722


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- ETA: 8s - loss: 0.0738 - acc: 0.9734


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- ETA: 7s - loss: 0.0795 - acc: 0.9710


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- ETA: 7s - loss: 0.0849 - acc: 0.9684


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- ETA: 7s - loss: 0.0809 - acc: 0.9707


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- ETA: 7s - loss: 0.0804 - acc: 0.9700


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- ETA: 6s - loss: 0.0818 - acc: 0.9694


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- ETA: 6s - loss: 0.0825 - acc: 0.9699


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- ETA: 6s - loss: 0.0816 - acc: 0.9702


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- ETA: 6s - loss: 0.0814 - acc: 0.9706


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- ETA: 5s - loss: 0.0803 - acc: 0.9713


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- ETA: 5s - loss: 0.0793 - acc: 0.9715


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- ETA: 5s - loss: 0.0771 - acc: 0.9725


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- ETA: 4s - loss: 0.0764 - acc: 0.9726


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- ETA: 4s - loss: 0.0793 - acc: 0.9705


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- ETA: 4s - loss: 0.0848 - acc: 0.9698


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- ETA: 4s - loss: 0.0833 - acc: 0.9701


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- ETA: 3s - loss: 0.0821 - acc: 0.9700


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- ETA: 3s - loss: 0.0859 - acc: 0.9689


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- ETA: 3s - loss: 0.0882 - acc: 0.9680


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- ETA: 2s - loss: 0.0879 - acc: 0.9681


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- ETA: 2s - loss: 0.0862 - acc: 0.9686


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- ETA: 2s - loss: 0.0857 - acc: 0.9688


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- ETA: 1s - loss: 0.0857 - acc: 0.9688


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- ETA: 1s - loss: 0.0846 - acc: 0.9688


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- ETA: 1s - loss: 0.0857 - acc: 0.9688


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- ETA: 0s - loss: 0.0854 - acc: 0.9688


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- ETA: 0s - loss: 0.0861 - acc: 0.9682


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- ETA: 0s - loss: 0.0866 - acc: 0.9682

128/878 [===>..........................]

- ETA: 0s - loss: 0.4657 - acc: 0.8672


256/878 [=======>......................]

- ETA: 0s - loss: 0.4199 - acc: 0.8867


384/878 [============>.................]

- ETA: 0s - loss: 0.4417 - acc: 0.8854


512/878 [================>.............]

- ETA: 0s - loss: 0.4831 - acc: 0.8848


640/878 [====================>.........]

- ETA: 0s - loss: 0.4723 - acc: 0.8813


768/878 [=========================>....]

- ETA: 0s - loss: 0.4814 - acc: 0.8763


878/878 [==============================]

- 1s 619us/sample - loss: 0.4490 - acc: 0.8793



39/39 [==============================]

- 13s 337ms/step - loss: 0.0866 - acc: 0.9682 - val_loss: 0.4450 - val_acc: 0.8793


Epoch 43/100

1/39 [..............................]

- ETA: 6s - loss: 0.0796 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0718 - acc: 0.9766


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- ETA: 8s - loss: 0.0802 - acc: 0.9766


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- ETA: 9s - loss: 0.0760 - acc: 0.9746


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- ETA: 9s - loss: 0.1010 - acc: 0.9656


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- ETA: 9s - loss: 0.0918 - acc: 0.9701


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- ETA: 9s - loss: 0.0906 - acc: 0.9710


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- ETA: 9s - loss: 0.0911 - acc: 0.9688


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- ETA: 9s - loss: 0.0919 - acc: 0.9679


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- ETA: 9s - loss: 0.0883 - acc: 0.9688


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- ETA: 9s - loss: 0.0862 - acc: 0.9695


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- ETA: 8s - loss: 0.0830 - acc: 0.9701


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- ETA: 8s - loss: 0.0787 - acc: 0.9724


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- ETA: 8s - loss: 0.0786 - acc: 0.9715


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- ETA: 8s - loss: 0.0779 - acc: 0.9703


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- ETA: 7s - loss: 0.0773 - acc: 0.9717


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- ETA: 7s - loss: 0.0761 - acc: 0.9720


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- ETA: 7s - loss: 0.0763 - acc: 0.9727


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- ETA: 6s - loss: 0.0767 - acc: 0.9729


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- ETA: 6s - loss: 0.0735 - acc: 0.9742


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- ETA: 6s - loss: 0.0740 - acc: 0.9740


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- ETA: 5s - loss: 0.0726 - acc: 0.9748


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- ETA: 5s - loss: 0.0715 - acc: 0.9752


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- ETA: 5s - loss: 0.0708 - acc: 0.9753


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- ETA: 4s - loss: 0.0692 - acc: 0.9756


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- ETA: 4s - loss: 0.0700 - acc: 0.9757


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- ETA: 4s - loss: 0.0700 - acc: 0.9757


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- ETA: 3s - loss: 0.0682 - acc: 0.9763


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- ETA: 3s - loss: 0.0685 - acc: 0.9758


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- ETA: 3s - loss: 0.0699 - acc: 0.9755


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- ETA: 2s - loss: 0.0698 - acc: 0.9756


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- ETA: 2s - loss: 0.0690 - acc: 0.9761


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- ETA: 2s - loss: 0.0682 - acc: 0.9765


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- ETA: 1s - loss: 0.0686 - acc: 0.9765


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- ETA: 1s - loss: 0.0675 - acc: 0.9769


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- ETA: 1s - loss: 0.0667 - acc: 0.9773


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- ETA: 0s - loss: 0.0677 - acc: 0.9773


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- ETA: 0s - loss: 0.0676 - acc: 0.9775

128/878 [===>..........................]

- ETA: 0s - loss: 0.5303 - acc: 0.8672


256/878 [=======>......................]

- ETA: 0s - loss: 0.4679 - acc: 0.8789


384/878 [============>.................]

- ETA: 0s - loss: 0.4601 - acc: 0.8854


512/878 [================>.............]

- ETA: 0s - loss: 0.4881 - acc: 0.8906


640/878 [====================>.........]

- ETA: 0s - loss: 0.4599 - acc: 0.8953


768/878 [=========================>....]

- ETA: 0s - loss: 0.4473 - acc: 0.9010


878/878 [==============================]

- 1s 651us/sample - loss: 0.4110 - acc: 0.9021



39/39 [==============================]

- 14s 359ms/step - loss: 0.0671 - acc: 0.9777 - val_loss: 0.4066 - val_acc: 0.9021


Epoch 44/100

1/39 [..............................]

- ETA: 5s - loss: 0.0711 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0746 - acc: 0.9688


3/39 [=>............................]

- ETA: 8s - loss: 0.0574 - acc: 0.9792


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- ETA: 8s - loss: 0.0668 - acc: 0.9746


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- ETA: 9s - loss: 0.0582 - acc: 0.9781


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- ETA: 9s - loss: 0.0692 - acc: 0.9740


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- ETA: 9s - loss: 0.0638 - acc: 0.9766


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- ETA: 9s - loss: 0.0611 - acc: 0.9775


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- ETA: 9s - loss: 0.0614 - acc: 0.9774


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- ETA: 8s - loss: 0.0685 - acc: 0.9758


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- ETA: 8s - loss: 0.0673 - acc: 0.9762


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- ETA: 8s - loss: 0.0643 - acc: 0.9776


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- ETA: 8s - loss: 0.0701 - acc: 0.9745


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- ETA: 7s - loss: 0.0714 - acc: 0.9746


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- ETA: 7s - loss: 0.0691 - acc: 0.9758


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- ETA: 7s - loss: 0.0700 - acc: 0.9754


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- ETA: 6s - loss: 0.0699 - acc: 0.9754


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- ETA: 6s - loss: 0.0740 - acc: 0.9755


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- ETA: 6s - loss: 0.0727 - acc: 0.9755


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- ETA: 6s - loss: 0.0719 - acc: 0.9756


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- ETA: 5s - loss: 0.0713 - acc: 0.9756


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- ETA: 5s - loss: 0.0713 - acc: 0.9753


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- ETA: 5s - loss: 0.0750 - acc: 0.9740


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- ETA: 4s - loss: 0.0727 - acc: 0.9748


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- ETA: 4s - loss: 0.0727 - acc: 0.9745


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- ETA: 4s - loss: 0.0747 - acc: 0.9740


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- ETA: 3s - loss: 0.0735 - acc: 0.9744


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- ETA: 3s - loss: 0.0720 - acc: 0.9748


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- ETA: 3s - loss: 0.0726 - acc: 0.9740


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- ETA: 2s - loss: 0.0715 - acc: 0.9746


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- ETA: 2s - loss: 0.0702 - acc: 0.9752


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- ETA: 2s - loss: 0.0694 - acc: 0.9755


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- ETA: 1s - loss: 0.0685 - acc: 0.9760


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- ETA: 1s - loss: 0.0712 - acc: 0.9748


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- ETA: 1s - loss: 0.0703 - acc: 0.9749


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- ETA: 0s - loss: 0.0715 - acc: 0.9745


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- ETA: 0s - loss: 0.0712 - acc: 0.9743


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- ETA: 0s - loss: 0.0722 - acc: 0.9742

128/878 [===>..........................]

- ETA: 0s - loss: 0.5782 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.4529 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.4805 - acc: 0.8932


512/878 [================>.............]

- ETA: 0s - loss: 0.5157 - acc: 0.8926


640/878 [====================>.........]

- ETA: 0s - loss: 0.4932 - acc: 0.8875


768/878 [=========================>....]

- ETA: 0s - loss: 0.5236 - acc: 0.8815


878/878 [==============================]

- 1s 596us/sample - loss: 0.5019 - acc: 0.8827



39/39 [==============================]

- 13s 344ms/step - loss: 0.0727 - acc: 0.9743 - val_loss: 0.4993 - val_acc: 0.8827


Epoch 45/100

1/39 [..............................]

- ETA: 5s - loss: 0.0611 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0666 - acc: 0.9805


3/39 [=>............................]

- ETA: 8s - loss: 0.0693 - acc: 0.9792


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- ETA: 9s - loss: 0.0656 - acc: 0.9785


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- ETA: 9s - loss: 0.0623 - acc: 0.9781


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- ETA: 9s - loss: 0.0590 - acc: 0.9792


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- ETA: 9s - loss: 0.0564 - acc: 0.9799


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- ETA: 9s - loss: 0.0561 - acc: 0.9795


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- ETA: 9s - loss: 0.0542 - acc: 0.9800


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- ETA: 9s - loss: 0.0618 - acc: 0.9789


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- ETA: 8s - loss: 0.0592 - acc: 0.9794


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- ETA: 8s - loss: 0.0591 - acc: 0.9785


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- ETA: 8s - loss: 0.0563 - acc: 0.9796


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- ETA: 8s - loss: 0.0582 - acc: 0.9788


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- ETA: 7s - loss: 0.0591 - acc: 0.9786


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- ETA: 7s - loss: 0.0575 - acc: 0.9790


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- ETA: 7s - loss: 0.0591 - acc: 0.9784


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- ETA: 7s - loss: 0.0594 - acc: 0.9779


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- ETA: 6s - loss: 0.0587 - acc: 0.9782


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- ETA: 6s - loss: 0.0575 - acc: 0.9785


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- ETA: 6s - loss: 0.0616 - acc: 0.9766


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- ETA: 5s - loss: 0.0620 - acc: 0.9766


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- ETA: 5s - loss: 0.0639 - acc: 0.9759


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- ETA: 5s - loss: 0.0634 - acc: 0.9762


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- ETA: 4s - loss: 0.0633 - acc: 0.9762


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- ETA: 4s - loss: 0.0624 - acc: 0.9766


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- ETA: 4s - loss: 0.0643 - acc: 0.9760


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- ETA: 3s - loss: 0.0629 - acc: 0.9766


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- ETA: 3s - loss: 0.0627 - acc: 0.9766


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- ETA: 3s - loss: 0.0651 - acc: 0.9760


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- ETA: 2s - loss: 0.0651 - acc: 0.9758


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- ETA: 2s - loss: 0.0651 - acc: 0.9761


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- ETA: 2s - loss: 0.0640 - acc: 0.9766


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- ETA: 1s - loss: 0.0634 - acc: 0.9770


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- ETA: 1s - loss: 0.0659 - acc: 0.9765


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- ETA: 1s - loss: 0.0645 - acc: 0.9771


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- ETA: 0s - loss: 0.0658 - acc: 0.9767


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- ETA: 0s - loss: 0.0683 - acc: 0.9763

128/878 [===>..........................]

- ETA: 0s - loss: 0.5133 - acc: 0.8906


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- ETA: 0s - loss: 0.5282 - acc: 0.8828


384/878 [============>.................]

- ETA: 0s - loss: 0.5847 - acc: 0.8698


512/878 [================>.............]

- ETA: 0s - loss: 0.6206 - acc: 0.8672


640/878 [====================>.........]

- ETA: 0s - loss: 0.5948 - acc: 0.8734


768/878 [=========================>....]

- ETA: 0s - loss: 0.6320 - acc: 0.8620


878/878 [==============================]

- 1s 603us/sample - loss: 0.6246 - acc: 0.8679



39/39 [==============================]

- 14s 362ms/step - loss: 0.0674 - acc: 0.9767 - val_loss: 0.6237 - val_acc: 0.8679


Epoch 46/100

1/39 [..............................]

- ETA: 5s - loss: 0.0720 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0922 - acc: 0.9766


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- ETA: 6s - loss: 0.1018 - acc: 0.9714


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- ETA: 7s - loss: 0.0854 - acc: 0.9746


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- ETA: 8s - loss: 0.0758 - acc: 0.9766


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- ETA: 8s - loss: 0.0764 - acc: 0.9792


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- ETA: 8s - loss: 0.0700 - acc: 0.9810


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- ETA: 8s - loss: 0.0714 - acc: 0.9785


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- ETA: 8s - loss: 0.0727 - acc: 0.9774


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- ETA: 8s - loss: 0.0673 - acc: 0.9797


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- ETA: 8s - loss: 0.0649 - acc: 0.9801


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- ETA: 7s - loss: 0.0616 - acc: 0.9809


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- ETA: 7s - loss: 0.0631 - acc: 0.9793


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- ETA: 7s - loss: 0.0639 - acc: 0.9786


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- ETA: 7s - loss: 0.0652 - acc: 0.9774


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- ETA: 7s - loss: 0.0664 - acc: 0.9778


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- ETA: 6s - loss: 0.0651 - acc: 0.9782


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- ETA: 6s - loss: 0.0700 - acc: 0.9768


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- ETA: 6s - loss: 0.0694 - acc: 0.9772


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- ETA: 5s - loss: 0.0708 - acc: 0.9756


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- ETA: 5s - loss: 0.0687 - acc: 0.9768


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- ETA: 5s - loss: 0.0666 - acc: 0.9775


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- ETA: 5s - loss: 0.0660 - acc: 0.9774


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- ETA: 4s - loss: 0.0669 - acc: 0.9767


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- ETA: 4s - loss: 0.0678 - acc: 0.9761


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- ETA: 4s - loss: 0.0692 - acc: 0.9755


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- ETA: 3s - loss: 0.0692 - acc: 0.9756


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- ETA: 3s - loss: 0.0700 - acc: 0.9745


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- ETA: 3s - loss: 0.0714 - acc: 0.9737


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- ETA: 2s - loss: 0.0713 - acc: 0.9736


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- ETA: 2s - loss: 0.0717 - acc: 0.9742


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- ETA: 2s - loss: 0.0712 - acc: 0.9740


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- ETA: 1s - loss: 0.0712 - acc: 0.9741


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- ETA: 1s - loss: 0.0716 - acc: 0.9735


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- ETA: 1s - loss: 0.0709 - acc: 0.9740


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- ETA: 0s - loss: 0.0710 - acc: 0.9736


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- ETA: 0s - loss: 0.0701 - acc: 0.9739


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- ETA: 0s - loss: 0.0698 - acc: 0.9740

128/878 [===>..........................]

- ETA: 0s - loss: 0.3226 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.3110 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.2928 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.3191 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.3356 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.3704 - acc: 0.9089


878/878 [==============================]

- 1s 628us/sample - loss: 0.3471 - acc: 0.9123



39/39 [==============================]

- 13s 338ms/step - loss: 0.0692 - acc: 0.9741 - val_loss: 0.3443 - val_acc: 0.9123


Epoch 47/100

1/39 [..............................]

- ETA: 17s - loss: 0.1000 - acc: 0.9609


2/39 [>.............................]

- ETA: 13s - loss: 0.1178 - acc: 0.9531


3/39 [=>............................]

- ETA: 11s - loss: 0.0947 - acc: 0.9583


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- ETA: 9s - loss: 0.0845 - acc: 0.9615


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- ETA: 9s - loss: 0.0793 - acc: 0.9630


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- ETA: 9s - loss: 0.0746 - acc: 0.9666


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- ETA: 9s - loss: 0.0696 - acc: 0.9692


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- ETA: 9s - loss: 0.0706 - acc: 0.9692


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- ETA: 9s - loss: 0.0655 - acc: 0.9718


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- ETA: 9s - loss: 0.0766 - acc: 0.9683


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- ETA: 9s - loss: 0.0738 - acc: 0.9705


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- ETA: 9s - loss: 0.0681 - acc: 0.9730


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- ETA: 8s - loss: 0.0693 - acc: 0.9726


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- ETA: 8s - loss: 0.0734 - acc: 0.9718


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- ETA: 8s - loss: 0.0723 - acc: 0.9726


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- ETA: 7s - loss: 0.0705 - acc: 0.9734


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- ETA: 7s - loss: 0.0735 - acc: 0.9726


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- ETA: 7s - loss: 0.0707 - acc: 0.9737


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- ETA: 6s - loss: 0.0678 - acc: 0.9751


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- ETA: 6s - loss: 0.0696 - acc: 0.9736


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- ETA: 6s - loss: 0.0690 - acc: 0.9738


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- ETA: 5s - loss: 0.0692 - acc: 0.9743


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- ETA: 5s - loss: 0.0676 - acc: 0.9750


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- ETA: 5s - loss: 0.0684 - acc: 0.9748


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- ETA: 4s - loss: 0.0681 - acc: 0.9749


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- ETA: 4s - loss: 0.0685 - acc: 0.9749


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- ETA: 4s - loss: 0.0675 - acc: 0.9756


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- ETA: 3s - loss: 0.0665 - acc: 0.9756


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- ETA: 3s - loss: 0.0665 - acc: 0.9756


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- ETA: 3s - loss: 0.0663 - acc: 0.9759


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- ETA: 2s - loss: 0.0655 - acc: 0.9764


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- ETA: 2s - loss: 0.0646 - acc: 0.9765


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- ETA: 2s - loss: 0.0637 - acc: 0.9767


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- ETA: 1s - loss: 0.0633 - acc: 0.9767


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- ETA: 1s - loss: 0.0630 - acc: 0.9767


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- ETA: 1s - loss: 0.0637 - acc: 0.9765


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- ETA: 0s - loss: 0.0630 - acc: 0.9765


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- ETA: 0s - loss: 0.0620 - acc: 0.9769

128/878 [===>..........................]

- ETA: 0s - loss: 0.5231 - acc: 0.8594


256/878 [=======>......................]

- ETA: 0s - loss: 0.4554 - acc: 0.8906


384/878 [============>.................]

- ETA: 0s - loss: 0.4634 - acc: 0.8880


512/878 [================>.............]

- ETA: 0s - loss: 0.5423 - acc: 0.8887


640/878 [====================>.........]

- ETA: 0s - loss: 0.5124 - acc: 0.8906


768/878 [=========================>....]

- ETA: 0s - loss: 0.5308 - acc: 0.8828


878/878 [==============================]

- 1s 615us/sample - loss: 0.5239 - acc: 0.8793



39/39 [==============================]

- 14s 365ms/step - loss: 0.0609 - acc: 0.9775 - val_loss: 0.5231 - val_acc: 0.8793


Epoch 48/100

1/39 [..............................]

- ETA: 5s - loss: 0.0634 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0518 - acc: 0.9805


3/39 [=>............................]

- ETA: 6s - loss: 0.0462 - acc: 0.9844


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- ETA: 7s - loss: 0.0464 - acc: 0.9824


5/39 [==>...........................]

- ETA: 8s - loss: 0.0443 - acc: 0.9828


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- ETA: 8s - loss: 0.0438 - acc: 0.9818


7/39 [====>.........................]

- ETA: 8s - loss: 0.0392 - acc: 0.9833


8/39 [=====>........................]

- ETA: 8s - loss: 0.0392 - acc: 0.9844


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- ETA: 8s - loss: 0.0397 - acc: 0.9835


10/39 [======>.......................]

- ETA: 8s - loss: 0.0381 - acc: 0.9852


11/39 [=======>......................]

- ETA: 8s - loss: 0.0355 - acc: 0.9865


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- ETA: 7s - loss: 0.0337 - acc: 0.9876


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- ETA: 7s - loss: 0.0323 - acc: 0.9880


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- ETA: 7s - loss: 0.0353 - acc: 0.9877


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- ETA: 7s - loss: 0.0358 - acc: 0.9870


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- ETA: 7s - loss: 0.0343 - acc: 0.9878


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- ETA: 6s - loss: 0.0336 - acc: 0.9876


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- ETA: 6s - loss: 0.0323 - acc: 0.9883


19/39 [=============>................]

- ETA: 6s - loss: 0.0353 - acc: 0.9873


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- ETA: 5s - loss: 0.0346 - acc: 0.9875


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- ETA: 5s - loss: 0.0350 - acc: 0.9874


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- ETA: 5s - loss: 0.0343 - acc: 0.9876


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- ETA: 5s - loss: 0.0373 - acc: 0.9864


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- ETA: 4s - loss: 0.0363 - acc: 0.9867


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- ETA: 4s - loss: 0.0360 - acc: 0.9866


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- ETA: 4s - loss: 0.0358 - acc: 0.9868


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- ETA: 3s - loss: 0.0348 - acc: 0.9873


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- ETA: 3s - loss: 0.0353 - acc: 0.9874


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- ETA: 3s - loss: 0.0348 - acc: 0.9879


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- ETA: 2s - loss: 0.0347 - acc: 0.9880


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- ETA: 2s - loss: 0.0354 - acc: 0.9877


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- ETA: 2s - loss: 0.0355 - acc: 0.9875


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- ETA: 1s - loss: 0.0348 - acc: 0.9879


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- ETA: 1s - loss: 0.0344 - acc: 0.9882


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- ETA: 1s - loss: 0.0355 - acc: 0.9879


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- ETA: 0s - loss: 0.0365 - acc: 0.9876


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- ETA: 0s - loss: 0.0363 - acc: 0.9877


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- ETA: 0s - loss: 0.0363 - acc: 0.9876

128/878 [===>..........................]

- ETA: 0s - loss: 0.7562 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.5640 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.6105 - acc: 0.8906


512/878 [================>.............]

- ETA: 0s - loss: 0.6586 - acc: 0.8887


640/878 [====================>.........]

- ETA: 0s - loss: 0.6614 - acc: 0.8766


768/878 [=========================>....]

- ETA: 0s - loss: 0.6911 - acc: 0.8672


878/878 [==============================]

- 1s 602us/sample - loss: 0.6671 - acc: 0.8667



39/39 [==============================]

- 13s 338ms/step - loss: 0.0373 - acc: 0.9873 - val_loss: 0.6641 - val_acc: 0.8667


Epoch 49/100

1/39 [..............................]

- ETA: 22s - loss: 0.0300 - acc: 0.9922


2/39 [>.............................]

- ETA: 18s - loss: 0.0199 - acc: 0.9961


3/39 [=>............................]

- ETA: 14s - loss: 0.0299 - acc: 0.9896


4/39 [==>...........................]

- ETA: 11s - loss: 0.0320 - acc: 0.9883


5/39 [==>...........................]

- ETA: 10s - loss: 0.0363 - acc: 0.9875


6/39 [===>..........................]

- ETA: 9s - loss: 0.0513 - acc: 0.9844


7/39 [====>.........................]

- ETA: 9s - loss: 0.0480 - acc: 0.9855


8/39 [=====>........................]

- ETA: 9s - loss: 0.0482 - acc: 0.9863


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- ETA: 9s - loss: 0.0468 - acc: 0.9861


10/39 [======>.......................]

- ETA: 9s - loss: 0.0452 - acc: 0.9859


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- ETA: 8s - loss: 0.0461 - acc: 0.9851


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- ETA: 8s - loss: 0.0483 - acc: 0.9837


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- ETA: 8s - loss: 0.0458 - acc: 0.9850


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- ETA: 8s - loss: 0.0464 - acc: 0.9849


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- ETA: 7s - loss: 0.0527 - acc: 0.9844


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- ETA: 7s - loss: 0.0589 - acc: 0.9819


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- ETA: 7s - loss: 0.0589 - acc: 0.9812


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- ETA: 6s - loss: 0.0578 - acc: 0.9809


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- ETA: 6s - loss: 0.0568 - acc: 0.9811


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- ETA: 6s - loss: 0.0591 - acc: 0.9812


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- ETA: 5s - loss: 0.0588 - acc: 0.9814


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- ETA: 5s - loss: 0.0610 - acc: 0.9805


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- ETA: 5s - loss: 0.0673 - acc: 0.9786


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- ETA: 4s - loss: 0.0709 - acc: 0.9766


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- ETA: 4s - loss: 0.0693 - acc: 0.9769


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- ETA: 4s - loss: 0.0704 - acc: 0.9766


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- ETA: 3s - loss: 0.0705 - acc: 0.9761


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- ETA: 3s - loss: 0.0723 - acc: 0.9756


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- ETA: 3s - loss: 0.0729 - acc: 0.9756


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- ETA: 3s - loss: 0.0718 - acc: 0.9759


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- ETA: 2s - loss: 0.0719 - acc: 0.9762


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- ETA: 2s - loss: 0.0728 - acc: 0.9757


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- ETA: 2s - loss: 0.0725 - acc: 0.9760


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- ETA: 1s - loss: 0.0741 - acc: 0.9751


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- ETA: 1s - loss: 0.0758 - acc: 0.9740


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- ETA: 1s - loss: 0.0765 - acc: 0.9736


37/39 [===========================>..]

- ETA: 0s - loss: 0.0756 - acc: 0.9739


38/39 [============================>.]

- ETA: 0s - loss: 0.0740 - acc: 0.9746

128/878 [===>..........................]

- ETA: 0s - loss: 0.5084 - acc: 0.8594


256/878 [=======>......................]

- ETA: 0s - loss: 0.4575 - acc: 0.8711


384/878 [============>.................]

- ETA: 0s - loss: 0.5295 - acc: 0.8646


512/878 [================>.............]

- ETA: 0s - loss: 0.6196 - acc: 0.8652


640/878 [====================>.........]

- ETA: 0s - loss: 0.6013 - acc: 0.8719


768/878 [=========================>....]

- ETA: 0s - loss: 0.6140 - acc: 0.8724


878/878 [==============================]

- 1s 595us/sample - loss: 0.5907 - acc: 0.8736



39/39 [==============================]

- 14s 352ms/step - loss: 0.0751 - acc: 0.9747 - val_loss: 0.5879 - val_acc: 0.8736


Epoch 50/100

1/39 [..............................]

- ETA: 5s - loss: 0.0828 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0768 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0612 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0597 - acc: 0.9766


5/39 [==>...........................]

- ETA: 8s - loss: 0.0604 - acc: 0.9781


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- ETA: 8s - loss: 0.0566 - acc: 0.9779


7/39 [====>.........................]

- ETA: 8s - loss: 0.0570 - acc: 0.9777


8/39 [=====>........................]

- ETA: 8s - loss: 0.0548 - acc: 0.9785


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- ETA: 8s - loss: 0.0518 - acc: 0.9800


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- ETA: 8s - loss: 0.0495 - acc: 0.9797


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- ETA: 8s - loss: 0.0508 - acc: 0.9787


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- ETA: 8s - loss: 0.0488 - acc: 0.9798


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- ETA: 7s - loss: 0.0506 - acc: 0.9790


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- ETA: 7s - loss: 0.0511 - acc: 0.9788


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- ETA: 7s - loss: 0.0502 - acc: 0.9792


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- ETA: 7s - loss: 0.0481 - acc: 0.9805


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- ETA: 6s - loss: 0.0519 - acc: 0.9793


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- ETA: 6s - loss: 0.0506 - acc: 0.9800


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- ETA: 6s - loss: 0.0502 - acc: 0.9803


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- ETA: 5s - loss: 0.0509 - acc: 0.9797


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- ETA: 5s - loss: 0.0507 - acc: 0.9795


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- ETA: 5s - loss: 0.0501 - acc: 0.9798


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- ETA: 5s - loss: 0.0499 - acc: 0.9796


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- ETA: 4s - loss: 0.0508 - acc: 0.9795


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- ETA: 4s - loss: 0.0507 - acc: 0.9797


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- ETA: 4s - loss: 0.0504 - acc: 0.9799


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- ETA: 3s - loss: 0.0506 - acc: 0.9795


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- ETA: 3s - loss: 0.0505 - acc: 0.9796


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- ETA: 3s - loss: 0.0518 - acc: 0.9793


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- ETA: 2s - loss: 0.0513 - acc: 0.9794


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- ETA: 2s - loss: 0.0508 - acc: 0.9796


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- ETA: 2s - loss: 0.0509 - acc: 0.9800


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- ETA: 1s - loss: 0.0518 - acc: 0.9796


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- ETA: 1s - loss: 0.0513 - acc: 0.9798


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- ETA: 1s - loss: 0.0517 - acc: 0.9801


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- ETA: 0s - loss: 0.0513 - acc: 0.9805


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- ETA: 0s - loss: 0.0516 - acc: 0.9804


38/39 [============================>.]

- ETA: 0s - loss: 0.0512 - acc: 0.9804

128/878 [===>..........................]

- ETA: 0s - loss: 0.5687 - acc: 0.8906


256/878 [=======>......................]

- ETA: 0s - loss: 0.5607 - acc: 0.8945


384/878 [============>.................]

- ETA: 0s - loss: 0.6432 - acc: 0.8750


512/878 [================>.............]

- ETA: 0s - loss: 0.6516 - acc: 0.8789


640/878 [====================>.........]

- ETA: 0s - loss: 0.6492 - acc: 0.8781


768/878 [=========================>....]

- ETA: 0s - loss: 0.6730 - acc: 0.8698


878/878 [==============================]

- 1s 630us/sample - loss: 0.6562 - acc: 0.8690



39/39 [==============================]

- 13s 336ms/step - loss: 0.0508 - acc: 0.9803 - val_loss: 0.6541 - val_acc: 0.8690


Epoch 51/100

1/39 [..............................]

- ETA: 6s - loss: 0.0143 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0204 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0193 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0224 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0197 - acc: 0.9937


6/39 [===>..........................]

- ETA: 9s - loss: 0.0336 - acc: 0.9909


7/39 [====>.........................]

- ETA: 9s - loss: 0.0387 - acc: 0.9911


8/39 [=====>........................]

- ETA: 9s - loss: 0.0390 - acc: 0.9912


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- ETA: 9s - loss: 0.0362 - acc: 0.9922


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- ETA: 8s - loss: 0.0365 - acc: 0.9914


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- ETA: 8s - loss: 0.0379 - acc: 0.9901


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- ETA: 8s - loss: 0.0363 - acc: 0.9902


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- ETA: 8s - loss: 0.0347 - acc: 0.9904


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- ETA: 7s - loss: 0.0354 - acc: 0.9894


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- ETA: 7s - loss: 0.0354 - acc: 0.9891


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- ETA: 7s - loss: 0.0343 - acc: 0.9897


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- ETA: 7s - loss: 0.0342 - acc: 0.9890


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- ETA: 6s - loss: 0.0337 - acc: 0.9891


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- ETA: 6s - loss: 0.0363 - acc: 0.9873


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- ETA: 6s - loss: 0.0365 - acc: 0.9871


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- ETA: 5s - loss: 0.0355 - acc: 0.9877


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- ETA: 5s - loss: 0.0362 - acc: 0.9872


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- ETA: 5s - loss: 0.0359 - acc: 0.9871


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- ETA: 4s - loss: 0.0402 - acc: 0.9863


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- ETA: 4s - loss: 0.0416 - acc: 0.9862


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- ETA: 4s - loss: 0.0414 - acc: 0.9862


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- ETA: 4s - loss: 0.0417 - acc: 0.9861


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- ETA: 3s - loss: 0.0460 - acc: 0.9849


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- ETA: 3s - loss: 0.0447 - acc: 0.9855


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- ETA: 3s - loss: 0.0435 - acc: 0.9859


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- ETA: 2s - loss: 0.0438 - acc: 0.9854


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- ETA: 2s - loss: 0.0433 - acc: 0.9856


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- ETA: 2s - loss: 0.0440 - acc: 0.9851


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- ETA: 1s - loss: 0.0447 - acc: 0.9846


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- ETA: 1s - loss: 0.0440 - acc: 0.9848


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- ETA: 1s - loss: 0.0440 - acc: 0.9846


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- ETA: 0s - loss: 0.0437 - acc: 0.9846


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- ETA: 0s - loss: 0.0437 - acc: 0.9846

109/878 [==>...........................]

- ETA: 0s - loss: 0.5879 - acc: 0.8807


218/878 [======>.......................]

- ETA: 0s - loss: 0.4897 - acc: 0.8945


327/878 [==========>...................]

- ETA: 0s - loss: 0.5640 - acc: 0.8899


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- ETA: 0s - loss: 0.6609 - acc: 0.8899


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- ETA: 0s - loss: 0.6788 - acc: 0.8881


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- ETA: 0s - loss: 0.6533 - acc: 0.8869


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- ETA: 0s - loss: 0.6496 - acc: 0.8873


872/878 [============================>.]

- ETA: 0s - loss: 0.6070 - acc: 0.8865


878/878 [==============================]

- 1s 661us/sample - loss: 0.6078 - acc: 0.8861



39/39 [==============================]

- 14s 351ms/step - loss: 0.0429 - acc: 0.9849 - val_loss: 0.6182 - val_acc: 0.8861


Epoch 52/100

1/39 [..............................]

- ETA: 5s - loss: 0.0389 - acc: 0.9844


2/39 [>.............................]

- ETA: 7s - loss: 0.0504 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0445 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0438 - acc: 0.9883


5/39 [==>...........................]

- ETA: 8s - loss: 0.0522 - acc: 0.9844


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- ETA: 8s - loss: 0.0506 - acc: 0.9844


7/39 [====>.........................]

- ETA: 8s - loss: 0.0498 - acc: 0.9821


8/39 [=====>........................]

- ETA: 8s - loss: 0.0516 - acc: 0.9824


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- ETA: 8s - loss: 0.0513 - acc: 0.9826


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- ETA: 8s - loss: 0.0475 - acc: 0.9844


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- ETA: 8s - loss: 0.0452 - acc: 0.9851


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- ETA: 8s - loss: 0.0445 - acc: 0.9850


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- ETA: 7s - loss: 0.0523 - acc: 0.9820


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- ETA: 7s - loss: 0.0553 - acc: 0.9805


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- ETA: 7s - loss: 0.0558 - acc: 0.9792


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- ETA: 7s - loss: 0.0568 - acc: 0.9780


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- ETA: 6s - loss: 0.0558 - acc: 0.9789


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- ETA: 6s - loss: 0.0587 - acc: 0.9779


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- ETA: 6s - loss: 0.0573 - acc: 0.9786


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- ETA: 6s - loss: 0.0568 - acc: 0.9785


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- ETA: 5s - loss: 0.0586 - acc: 0.9773


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- ETA: 5s - loss: 0.0617 - acc: 0.9759


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- ETA: 5s - loss: 0.0630 - acc: 0.9752


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- ETA: 4s - loss: 0.0613 - acc: 0.9759


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- ETA: 4s - loss: 0.0646 - acc: 0.9756


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- ETA: 4s - loss: 0.0691 - acc: 0.9736


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- ETA: 3s - loss: 0.0718 - acc: 0.9731


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- ETA: 3s - loss: 0.0713 - acc: 0.9735


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- ETA: 3s - loss: 0.0733 - acc: 0.9731


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- ETA: 2s - loss: 0.0731 - acc: 0.9729


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- ETA: 2s - loss: 0.0763 - acc: 0.9713


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- ETA: 2s - loss: 0.0783 - acc: 0.9707


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- ETA: 1s - loss: 0.0769 - acc: 0.9714


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- ETA: 1s - loss: 0.0757 - acc: 0.9717


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- ETA: 1s - loss: 0.0754 - acc: 0.9719


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- ETA: 0s - loss: 0.0766 - acc: 0.9709


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- ETA: 0s - loss: 0.0781 - acc: 0.9707


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- ETA: 0s - loss: 0.0794 - acc: 0.9707

128/878 [===>..........................]

- ETA: 0s - loss: 0.5686 - acc: 0.8750


256/878 [=======>......................]

- ETA: 0s - loss: 0.5693 - acc: 0.8906


384/878 [============>.................]

- ETA: 0s - loss: 0.5982 - acc: 0.8828


512/878 [================>.............]

- ETA: 0s - loss: 0.6248 - acc: 0.8789


640/878 [====================>.........]

- ETA: 0s - loss: 0.6125 - acc: 0.8828


768/878 [=========================>....]

- ETA: 0s - loss: 0.6248 - acc: 0.8763


878/878 [==============================]

- 1s 612us/sample - loss: 0.6027 - acc: 0.8781



39/39 [==============================]

- 13s 340ms/step - loss: 0.0789 - acc: 0.9710 - val_loss: 0.6000 - val_acc: 0.8781


Epoch 53/100

1/39 [..............................]

- ETA: 21s - loss: 0.0555 - acc: 0.9844


2/39 [>.............................]

- ETA: 14s - loss: 0.0531 - acc: 0.9844


3/39 [=>............................]

- ETA: 11s - loss: 0.0542 - acc: 0.9818


4/39 [==>...........................]

- ETA: 10s - loss: 0.0649 - acc: 0.9817


5/39 [==>...........................]

- ETA: 8s - loss: 0.0611 - acc: 0.9823


6/39 [===>..........................]

- ETA: 8s - loss: 0.0607 - acc: 0.9826


7/39 [====>.........................]

- ETA: 9s - loss: 0.0683 - acc: 0.9795


8/39 [=====>........................]

- ETA: 9s - loss: 0.0685 - acc: 0.9781


9/39 [=====>........................]

- ETA: 9s - loss: 0.0693 - acc: 0.9779


10/39 [======>.......................]

- ETA: 9s - loss: 0.0689 - acc: 0.9778


11/39 [=======>......................]

- ETA: 8s - loss: 0.0676 - acc: 0.9777


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- ETA: 8s - loss: 0.0680 - acc: 0.9776


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- ETA: 8s - loss: 0.0689 - acc: 0.9775


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- ETA: 8s - loss: 0.0684 - acc: 0.9769


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- ETA: 7s - loss: 0.0678 - acc: 0.9769


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- ETA: 7s - loss: 0.0751 - acc: 0.9749


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- ETA: 7s - loss: 0.0727 - acc: 0.9754


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- ETA: 6s - loss: 0.0707 - acc: 0.9759


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- ETA: 6s - loss: 0.0694 - acc: 0.9764


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- ETA: 6s - loss: 0.0697 - acc: 0.9768


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- ETA: 5s - loss: 0.0680 - acc: 0.9775


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- ETA: 5s - loss: 0.0686 - acc: 0.9768


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- ETA: 5s - loss: 0.0679 - acc: 0.9768


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- ETA: 5s - loss: 0.0662 - acc: 0.9774


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- ETA: 4s - loss: 0.0649 - acc: 0.9777


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- ETA: 4s - loss: 0.0647 - acc: 0.9770


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- ETA: 4s - loss: 0.0667 - acc: 0.9764


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- ETA: 3s - loss: 0.0682 - acc: 0.9759


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- ETA: 3s - loss: 0.0677 - acc: 0.9756


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- ETA: 3s - loss: 0.0658 - acc: 0.9764


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- ETA: 2s - loss: 0.0667 - acc: 0.9759


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- ETA: 2s - loss: 0.0653 - acc: 0.9765


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- ETA: 2s - loss: 0.0639 - acc: 0.9772


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- ETA: 1s - loss: 0.0648 - acc: 0.9769


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- ETA: 1s - loss: 0.0679 - acc: 0.9765


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- ETA: 1s - loss: 0.0692 - acc: 0.9762


37/39 [===========================>..]

- ETA: 0s - loss: 0.0685 - acc: 0.9765


38/39 [============================>.]

- ETA: 0s - loss: 0.0669 - acc: 0.9771

128/878 [===>..........................]

- ETA: 0s - loss: 0.4358 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.4820 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.4875 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.4925 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.4785 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.4914 - acc: 0.9023


878/878 [==============================]

- 1s 603us/sample - loss: 0.4563 - acc: 0.9077



39/39 [==============================]

- 14s 353ms/step - loss: 0.0671 - acc: 0.9769 - val_loss: 0.4520 - val_acc: 0.9077


Epoch 54/100

1/39 [..............................]

- ETA: 5s - loss: 0.0702 - acc: 0.9609


2/39 [>.............................]

- ETA: 6s - loss: 0.0574 - acc: 0.9727


3/39 [=>............................]

- ETA: 7s - loss: 0.0686 - acc: 0.9740


4/39 [==>...........................]

- ETA: 8s - loss: 0.0567 - acc: 0.9785


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- ETA: 8s - loss: 0.0609 - acc: 0.9766


6/39 [===>..........................]

- ETA: 8s - loss: 0.0577 - acc: 0.9779


7/39 [====>.........................]

- ETA: 8s - loss: 0.0595 - acc: 0.9788


8/39 [=====>........................]

- ETA: 8s - loss: 0.0673 - acc: 0.9756


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- ETA: 8s - loss: 0.0653 - acc: 0.9766


10/39 [======>.......................]

- ETA: 8s - loss: 0.0609 - acc: 0.9781


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- ETA: 8s - loss: 0.0615 - acc: 0.9751


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- ETA: 8s - loss: 0.0726 - acc: 0.9733


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- ETA: 7s - loss: 0.0725 - acc: 0.9736


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- ETA: 7s - loss: 0.0697 - acc: 0.9749


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- ETA: 7s - loss: 0.0676 - acc: 0.9755


16/39 [===========>..................]

- ETA: 7s - loss: 0.0679 - acc: 0.9751


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- ETA: 6s - loss: 0.0809 - acc: 0.9715


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- ETA: 6s - loss: 0.0787 - acc: 0.9722


19/39 [=============>................]

- ETA: 6s - loss: 0.0830 - acc: 0.9704


20/39 [==============>...............]

- ETA: 5s - loss: 0.1004 - acc: 0.9665


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- ETA: 5s - loss: 0.1050 - acc: 0.9640


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- ETA: 5s - loss: 0.1085 - acc: 0.9621


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- ETA: 4s - loss: 0.1194 - acc: 0.9610


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- ETA: 4s - loss: 0.1216 - acc: 0.9600


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- ETA: 4s - loss: 0.1250 - acc: 0.9594


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- ETA: 4s - loss: 0.1257 - acc: 0.9592


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- ETA: 3s - loss: 0.1287 - acc: 0.9578


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- ETA: 3s - loss: 0.1286 - acc: 0.9571


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- ETA: 3s - loss: 0.1285 - acc: 0.9572


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- ETA: 2s - loss: 0.1281 - acc: 0.9573


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- ETA: 2s - loss: 0.1260 - acc: 0.9582


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- ETA: 2s - loss: 0.1286 - acc: 0.9568


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- ETA: 1s - loss: 0.1293 - acc: 0.9562


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- ETA: 1s - loss: 0.1293 - acc: 0.9559


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- ETA: 1s - loss: 0.1280 - acc: 0.9561


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- ETA: 0s - loss: 0.1282 - acc: 0.9560


37/39 [===========================>..]

- ETA: 0s - loss: 0.1299 - acc: 0.9561


38/39 [============================>.]

- ETA: 0s - loss: 0.1315 - acc: 0.9556

128/878 [===>..........................]

- ETA: 0s - loss: 0.3409 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.3322 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3413 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.3755 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.3734 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.4053 - acc: 0.9049


878/878 [==============================]

- 1s 620us/sample - loss: 0.3744 - acc: 0.9100



39/39 [==============================]

- 13s 338ms/step - loss: 0.1313 - acc: 0.9558 - val_loss: 0.3706 - val_acc: 0.9100


Epoch 55/100

1/39 [..............................]

- ETA: 5s - loss: 0.0518 - acc: 0.9817


2/39 [>.............................]

- ETA: 5s - loss: 0.0780 - acc: 0.9747


3/39 [=>............................]

- ETA: 7s - loss: 0.0880 - acc: 0.9781


4/39 [==>...........................]

- ETA: 8s - loss: 0.0967 - acc: 0.9716


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- ETA: 8s - loss: 0.0977 - acc: 0.9694


6/39 [===>..........................]

- ETA: 9s - loss: 0.1204 - acc: 0.9599


7/39 [====>.........................]

- ETA: 9s - loss: 0.1100 - acc: 0.9635


8/39 [=====>........................]

- ETA: 9s - loss: 0.1049 - acc: 0.9652


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- ETA: 9s - loss: 0.1032 - acc: 0.9647


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- ETA: 8s - loss: 0.0978 - acc: 0.9675


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- ETA: 8s - loss: 0.0943 - acc: 0.9683


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- ETA: 8s - loss: 0.0945 - acc: 0.9677


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- ETA: 8s - loss: 0.0926 - acc: 0.9672


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- ETA: 7s - loss: 0.0895 - acc: 0.9684


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- ETA: 7s - loss: 0.0863 - acc: 0.9700


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- ETA: 7s - loss: 0.0834 - acc: 0.9719


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- ETA: 7s - loss: 0.0818 - acc: 0.9726


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- ETA: 6s - loss: 0.0817 - acc: 0.9720


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- ETA: 6s - loss: 0.0786 - acc: 0.9731


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- ETA: 6s - loss: 0.0767 - acc: 0.9732


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- ETA: 5s - loss: 0.0762 - acc: 0.9734


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- ETA: 5s - loss: 0.0764 - acc: 0.9732


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- ETA: 5s - loss: 0.0764 - acc: 0.9730


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- ETA: 4s - loss: 0.0745 - acc: 0.9738


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- ETA: 4s - loss: 0.0731 - acc: 0.9739


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- ETA: 4s - loss: 0.0720 - acc: 0.9740


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- ETA: 3s - loss: 0.0707 - acc: 0.9744


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- ETA: 3s - loss: 0.0699 - acc: 0.9745


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- ETA: 3s - loss: 0.0681 - acc: 0.9754


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- ETA: 3s - loss: 0.0674 - acc: 0.9754


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- ETA: 2s - loss: 0.0669 - acc: 0.9754


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- ETA: 2s - loss: 0.0664 - acc: 0.9760


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- ETA: 2s - loss: 0.0652 - acc: 0.9765


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- ETA: 1s - loss: 0.0646 - acc: 0.9765


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- ETA: 1s - loss: 0.0639 - acc: 0.9765


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- ETA: 1s - loss: 0.0651 - acc: 0.9765


37/39 [===========================>..]

- ETA: 0s - loss: 0.0657 - acc: 0.9763


38/39 [============================>.]

- ETA: 0s - loss: 0.0642 - acc: 0.9769

128/878 [===>..........................]

- ETA: 0s - loss: 0.4622 - acc: 0.8906


256/878 [=======>......................]

- ETA: 0s - loss: 0.4818 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5003 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5836 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5734 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.5711 - acc: 0.8997


878/878 [==============================]

- 1s 605us/sample - loss: 0.5329 - acc: 0.9032



39/39 [==============================]

- 14s 351ms/step - loss: 0.0643 - acc: 0.9773 - val_loss: 0.5283 - val_acc: 0.9032


Epoch 56/100

1/39 [..............................]

- ETA: 7s - loss: 0.0500 - acc: 0.9844


2/39 [>.............................]

- ETA: 14s - loss: 0.0322 - acc: 0.9883


3/39 [=>............................]

- ETA: 11s - loss: 0.0297 - acc: 0.9922


4/39 [==>...........................]

- ETA: 9s - loss: 0.0337 - acc: 0.9902


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- ETA: 8s - loss: 0.0308 - acc: 0.9922


6/39 [===>..........................]

- ETA: 8s - loss: 0.0347 - acc: 0.9896


7/39 [====>.........................]

- ETA: 8s - loss: 0.0323 - acc: 0.9911


8/39 [=====>........................]

- ETA: 8s - loss: 0.0308 - acc: 0.9922


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- ETA: 8s - loss: 0.0334 - acc: 0.9913


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- ETA: 8s - loss: 0.0350 - acc: 0.9898


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- ETA: 8s - loss: 0.0347 - acc: 0.9901


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- ETA: 8s - loss: 0.0345 - acc: 0.9902


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- ETA: 7s - loss: 0.0406 - acc: 0.9874


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- ETA: 7s - loss: 0.0382 - acc: 0.9883


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- ETA: 7s - loss: 0.0374 - acc: 0.9885


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- ETA: 7s - loss: 0.0376 - acc: 0.9883


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- ETA: 6s - loss: 0.0382 - acc: 0.9885


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- ETA: 6s - loss: 0.0378 - acc: 0.9887


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- ETA: 6s - loss: 0.0379 - acc: 0.9889


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- ETA: 5s - loss: 0.0367 - acc: 0.9895


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- ETA: 5s - loss: 0.0394 - acc: 0.9888


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- ETA: 5s - loss: 0.0380 - acc: 0.9893


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- ETA: 5s - loss: 0.0381 - acc: 0.9891


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- ETA: 4s - loss: 0.0383 - acc: 0.9889


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- ETA: 4s - loss: 0.0392 - acc: 0.9884


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- ETA: 4s - loss: 0.0395 - acc: 0.9880


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- ETA: 3s - loss: 0.0391 - acc: 0.9881


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- ETA: 3s - loss: 0.0393 - acc: 0.9877


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- ETA: 3s - loss: 0.0408 - acc: 0.9868


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- ETA: 2s - loss: 0.0417 - acc: 0.9859


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- ETA: 2s - loss: 0.0425 - acc: 0.9856


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- ETA: 2s - loss: 0.0426 - acc: 0.9855


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- ETA: 1s - loss: 0.0430 - acc: 0.9853


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- ETA: 1s - loss: 0.0431 - acc: 0.9848


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- ETA: 1s - loss: 0.0424 - acc: 0.9850


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- ETA: 0s - loss: 0.0441 - acc: 0.9845


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- ETA: 0s - loss: 0.0433 - acc: 0.9849


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- ETA: 0s - loss: 0.0459 - acc: 0.9845

128/878 [===>..........................]

- ETA: 0s - loss: 0.4107 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4683 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5012 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.5349 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.5219 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5280 - acc: 0.9023


878/878 [==============================]

- 1s 608us/sample - loss: 0.5048 - acc: 0.9055



39/39 [==============================]

- 13s 339ms/step - loss: 0.0467 - acc: 0.9845 - val_loss: 0.5020 - val_acc: 0.9055


Epoch 57/100

1/39 [..............................]

- ETA: 6s - loss: 0.0343 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0356 - acc: 0.9844


3/39 [=>............................]

- ETA: 7s - loss: 0.0390 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0351 - acc: 0.9844


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- ETA: 9s - loss: 0.0437 - acc: 0.9812


6/39 [===>..........................]

- ETA: 9s - loss: 0.0402 - acc: 0.9831


7/39 [====>.........................]

- ETA: 9s - loss: 0.0419 - acc: 0.9833


8/39 [=====>........................]

- ETA: 9s - loss: 0.0439 - acc: 0.9814


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- ETA: 9s - loss: 0.0434 - acc: 0.9826


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- ETA: 9s - loss: 0.0424 - acc: 0.9828


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- ETA: 9s - loss: 0.0423 - acc: 0.9822


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- ETA: 8s - loss: 0.0423 - acc: 0.9824


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- ETA: 8s - loss: 0.0417 - acc: 0.9832


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- ETA: 8s - loss: 0.0408 - acc: 0.9838


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- ETA: 7s - loss: 0.0401 - acc: 0.9839


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- ETA: 7s - loss: 0.0389 - acc: 0.9844


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- ETA: 7s - loss: 0.0376 - acc: 0.9848


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- ETA: 6s - loss: 0.0393 - acc: 0.9844


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- ETA: 6s - loss: 0.0406 - acc: 0.9831


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- ETA: 6s - loss: 0.0415 - acc: 0.9832


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- ETA: 6s - loss: 0.0402 - acc: 0.9840


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- ETA: 5s - loss: 0.0393 - acc: 0.9843


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- ETA: 5s - loss: 0.0384 - acc: 0.9846


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- ETA: 5s - loss: 0.0382 - acc: 0.9849


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- ETA: 4s - loss: 0.0369 - acc: 0.9855


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- ETA: 4s - loss: 0.0373 - acc: 0.9852


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- ETA: 4s - loss: 0.0362 - acc: 0.9857


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- ETA: 3s - loss: 0.0356 - acc: 0.9857


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- ETA: 3s - loss: 0.0354 - acc: 0.9859


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- ETA: 3s - loss: 0.0349 - acc: 0.9861


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- ETA: 2s - loss: 0.0342 - acc: 0.9866


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- ETA: 2s - loss: 0.0335 - acc: 0.9870


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- ETA: 2s - loss: 0.0332 - acc: 0.9872


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- ETA: 1s - loss: 0.0326 - acc: 0.9873


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- ETA: 1s - loss: 0.0325 - acc: 0.9874


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- ETA: 1s - loss: 0.0341 - acc: 0.9867


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- ETA: 0s - loss: 0.0337 - acc: 0.9869


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- ETA: 0s - loss: 0.0334 - acc: 0.9870

128/878 [===>..........................]

- ETA: 0s - loss: 0.5021 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.4863 - acc: 0.8945


384/878 [============>.................]

- ETA: 0s - loss: 0.5071 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.5493 - acc: 0.8965


640/878 [====================>.........]

- ETA: 0s - loss: 0.5468 - acc: 0.8953


768/878 [=========================>....]

- ETA: 0s - loss: 0.5527 - acc: 0.8906


878/878 [==============================]

- 1s 595us/sample - loss: 0.5200 - acc: 0.8929



39/39 [==============================]

- 14s 356ms/step - loss: 0.0327 - acc: 0.9873 - val_loss: 0.5160 - val_acc: 0.8929


Epoch 58/100

1/39 [..............................]

- ETA: 5s - loss: 0.0622 - acc: 0.9766


2/39 [>.............................]

- ETA: 7s - loss: 0.0817 - acc: 0.9688


3/39 [=>............................]

- ETA: 7s - loss: 0.0676 - acc: 0.9714


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- ETA: 8s - loss: 0.0536 - acc: 0.9785


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- ETA: 8s - loss: 0.0485 - acc: 0.9797


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- ETA: 8s - loss: 0.0423 - acc: 0.9831


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- ETA: 8s - loss: 0.0402 - acc: 0.9844


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- ETA: 8s - loss: 0.0386 - acc: 0.9844


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- ETA: 8s - loss: 0.0376 - acc: 0.9844


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- ETA: 8s - loss: 0.0392 - acc: 0.9844


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- ETA: 8s - loss: 0.0390 - acc: 0.9844


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- ETA: 8s - loss: 0.0368 - acc: 0.9857


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- ETA: 7s - loss: 0.0346 - acc: 0.9868


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- ETA: 7s - loss: 0.0328 - acc: 0.9877


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- ETA: 7s - loss: 0.0341 - acc: 0.9865


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- ETA: 7s - loss: 0.0331 - acc: 0.9868


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- ETA: 6s - loss: 0.0320 - acc: 0.9876


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- ETA: 6s - loss: 0.0304 - acc: 0.9883


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- ETA: 6s - loss: 0.0292 - acc: 0.9885


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- ETA: 6s - loss: 0.0282 - acc: 0.9891


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- ETA: 5s - loss: 0.0278 - acc: 0.9888


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- ETA: 5s - loss: 0.0286 - acc: 0.9886


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- ETA: 5s - loss: 0.0284 - acc: 0.9885


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- ETA: 4s - loss: 0.0285 - acc: 0.9883


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- ETA: 4s - loss: 0.0279 - acc: 0.9887


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- ETA: 4s - loss: 0.0290 - acc: 0.9889


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- ETA: 3s - loss: 0.0292 - acc: 0.9887


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- ETA: 3s - loss: 0.0305 - acc: 0.9886


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- ETA: 3s - loss: 0.0303 - acc: 0.9884


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- ETA: 2s - loss: 0.0299 - acc: 0.9885


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- ETA: 2s - loss: 0.0292 - acc: 0.9889


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- ETA: 2s - loss: 0.0288 - acc: 0.9890


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- ETA: 1s - loss: 0.0308 - acc: 0.9888


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- ETA: 1s - loss: 0.0305 - acc: 0.9889


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- ETA: 1s - loss: 0.0311 - acc: 0.9886


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- ETA: 0s - loss: 0.0307 - acc: 0.9887


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- ETA: 0s - loss: 0.0302 - acc: 0.9890


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- ETA: 0s - loss: 0.0312 - acc: 0.9886

128/878 [===>..........................]

- ETA: 0s - loss: 0.5674 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.4600 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4924 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5692 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.5533 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.5567 - acc: 0.9076


878/878 [==============================]

- 1s 612us/sample - loss: 0.5100 - acc: 0.9123



39/39 [==============================]

- 13s 344ms/step - loss: 0.0306 - acc: 0.9889 - val_loss: 0.5043 - val_acc: 0.9123


Epoch 59/100

1/39 [..............................]

- ETA: 5s - loss: 0.0115 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0265 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0302 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0368 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0359 - acc: 0.9875


6/39 [===>..........................]

- ETA: 9s - loss: 0.0357 - acc: 0.9857


7/39 [====>.........................]

- ETA: 9s - loss: 0.0327 - acc: 0.9877


8/39 [=====>........................]

- ETA: 9s - loss: 0.0297 - acc: 0.9893


9/39 [=====>........................]

- ETA: 9s - loss: 0.0298 - acc: 0.9887


10/39 [======>.......................]

- ETA: 8s - loss: 0.0333 - acc: 0.9883


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- ETA: 8s - loss: 0.0321 - acc: 0.9886


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- ETA: 8s - loss: 0.0367 - acc: 0.9844


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- ETA: 8s - loss: 0.0375 - acc: 0.9838


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- ETA: 8s - loss: 0.0367 - acc: 0.9838


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- ETA: 7s - loss: 0.0365 - acc: 0.9839


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- ETA: 7s - loss: 0.0345 - acc: 0.9849


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- ETA: 7s - loss: 0.0349 - acc: 0.9853


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- ETA: 6s - loss: 0.0353 - acc: 0.9852


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- ETA: 6s - loss: 0.0348 - acc: 0.9852


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- ETA: 6s - loss: 0.0339 - acc: 0.9859


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- ETA: 5s - loss: 0.0331 - acc: 0.9866


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- ETA: 5s - loss: 0.0323 - acc: 0.9872


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- ETA: 5s - loss: 0.0333 - acc: 0.9871


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- ETA: 4s - loss: 0.0327 - acc: 0.9870


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- ETA: 4s - loss: 0.0330 - acc: 0.9869


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- ETA: 4s - loss: 0.0319 - acc: 0.9874


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- ETA: 3s - loss: 0.0311 - acc: 0.9878


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- ETA: 3s - loss: 0.0312 - acc: 0.9877


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- ETA: 3s - loss: 0.0303 - acc: 0.9881


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- ETA: 2s - loss: 0.0318 - acc: 0.9877


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- ETA: 2s - loss: 0.0319 - acc: 0.9876


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- ETA: 2s - loss: 0.0310 - acc: 0.9880


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- ETA: 2s - loss: 0.0306 - acc: 0.9881


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- ETA: 1s - loss: 0.0306 - acc: 0.9880


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- ETA: 1s - loss: 0.0310 - acc: 0.9879


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- ETA: 1s - loss: 0.0317 - acc: 0.9878


37/39 [===========================>..]

- ETA: 0s - loss: 0.0315 - acc: 0.9879


38/39 [============================>.]

- ETA: 0s - loss: 0.0315 - acc: 0.9880

128/878 [===>..........................]

- ETA: 0s - loss: 0.4010 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3705 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.3941 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.5116 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5097 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4978 - acc: 0.9167


878/878 [==============================]

- 1s 600us/sample - loss: 0.4678 - acc: 0.9203



39/39 [==============================]

- 14s 351ms/step - loss: 0.0309 - acc: 0.9881 - val_loss: 0.4641 - val_acc: 0.9203


Epoch 60/100

1/39 [..............................]

- ETA: 5s - loss: 0.0147 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0158 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0203 - acc: 0.9948


4/39 [==>...........................]

- ETA: 7s - loss: 0.0246 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0292 - acc: 0.9875


6/39 [===>..........................]

- ETA: 8s - loss: 0.0278 - acc: 0.9880


7/39 [====>.........................]

- ETA: 8s - loss: 0.0267 - acc: 0.9886


8/39 [=====>........................]

- ETA: 8s - loss: 0.0239 - acc: 0.9900


9/39 [=====>........................]

- ETA: 8s - loss: 0.0280 - acc: 0.9894


10/39 [======>.......................]

- ETA: 8s - loss: 0.0273 - acc: 0.9897


11/39 [=======>......................]

- ETA: 7s - loss: 0.0284 - acc: 0.9899


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- ETA: 7s - loss: 0.0282 - acc: 0.9901


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- ETA: 7s - loss: 0.0267 - acc: 0.9909


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- ETA: 7s - loss: 0.0278 - acc: 0.9904


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- ETA: 7s - loss: 0.0266 - acc: 0.9911


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- ETA: 6s - loss: 0.0284 - acc: 0.9906


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- ETA: 6s - loss: 0.0270 - acc: 0.9912


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- ETA: 6s - loss: 0.0260 - acc: 0.9917


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- ETA: 6s - loss: 0.0266 - acc: 0.9909


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- ETA: 5s - loss: 0.0258 - acc: 0.9913


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- ETA: 5s - loss: 0.0263 - acc: 0.9914


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- ETA: 5s - loss: 0.0258 - acc: 0.9914


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- ETA: 4s - loss: 0.0249 - acc: 0.9918


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- ETA: 4s - loss: 0.0253 - acc: 0.9918


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- ETA: 4s - loss: 0.0251 - acc: 0.9918


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- ETA: 4s - loss: 0.0253 - acc: 0.9918


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- ETA: 3s - loss: 0.0290 - acc: 0.9910


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- ETA: 3s - loss: 0.0292 - acc: 0.9907


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- ETA: 3s - loss: 0.0285 - acc: 0.9908


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- ETA: 2s - loss: 0.0286 - acc: 0.9908


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- ETA: 2s - loss: 0.0283 - acc: 0.9909


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- ETA: 2s - loss: 0.0278 - acc: 0.9909


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- ETA: 1s - loss: 0.0280 - acc: 0.9907


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- ETA: 1s - loss: 0.0285 - acc: 0.9905


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- ETA: 1s - loss: 0.0286 - acc: 0.9906


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- ETA: 0s - loss: 0.0282 - acc: 0.9908


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- ETA: 0s - loss: 0.0298 - acc: 0.9907


38/39 [============================>.]

- ETA: 0s - loss: 0.0300 - acc: 0.9903

128/878 [===>..........................]

- ETA: 0s - loss: 0.7893 - acc: 0.8750


256/878 [=======>......................]

- ETA: 0s - loss: 0.7017 - acc: 0.8789


384/878 [============>.................]

- ETA: 0s - loss: 0.7062 - acc: 0.8750


512/878 [================>.............]

- ETA: 0s - loss: 0.7460 - acc: 0.8711


640/878 [====================>.........]

- ETA: 0s - loss: 0.7345 - acc: 0.8766


768/878 [=========================>....]

- ETA: 0s - loss: 0.7312 - acc: 0.8711


878/878 [==============================]

- 1s 977us/sample - loss: 0.6932 - acc: 0.8747



39/39 [==============================]

- 13s 343ms/step - loss: 0.0307 - acc: 0.9901 - val_loss: 0.6885 - val_acc: 0.8747


Epoch 61/100

1/39 [..............................]

- ETA: 7s - loss: 0.0396 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0403 - acc: 0.9844


3/39 [=>............................]

- ETA: 6s - loss: 0.0390 - acc: 0.9844


4/39 [==>...........................]

- ETA: 6s - loss: 0.0467 - acc: 0.9863


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- ETA: 6s - loss: 0.0498 - acc: 0.9812


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- ETA: 7s - loss: 0.0469 - acc: 0.9831


7/39 [====>.........................]

- ETA: 7s - loss: 0.0442 - acc: 0.9844


8/39 [=====>........................]

- ETA: 8s - loss: 0.0404 - acc: 0.9863


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- ETA: 8s - loss: 0.0451 - acc: 0.9844


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- ETA: 8s - loss: 0.0511 - acc: 0.9812


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- ETA: 8s - loss: 0.0536 - acc: 0.9808


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- ETA: 8s - loss: 0.0576 - acc: 0.9792


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- ETA: 7s - loss: 0.0700 - acc: 0.9784


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- ETA: 7s - loss: 0.0696 - acc: 0.9777


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- ETA: 7s - loss: 0.0678 - acc: 0.9776


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- ETA: 7s - loss: 0.0735 - acc: 0.9756


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- ETA: 6s - loss: 0.0709 - acc: 0.9766


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- ETA: 6s - loss: 0.0709 - acc: 0.9770


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- ETA: 6s - loss: 0.0691 - acc: 0.9778


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- ETA: 6s - loss: 0.0713 - acc: 0.9766


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- ETA: 5s - loss: 0.0704 - acc: 0.9773


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- ETA: 5s - loss: 0.0723 - acc: 0.9766


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- ETA: 5s - loss: 0.0713 - acc: 0.9769


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- ETA: 4s - loss: 0.0747 - acc: 0.9762


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- ETA: 4s - loss: 0.0725 - acc: 0.9769


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- ETA: 4s - loss: 0.0713 - acc: 0.9773


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- ETA: 3s - loss: 0.0707 - acc: 0.9773


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- ETA: 3s - loss: 0.0702 - acc: 0.9776


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- ETA: 3s - loss: 0.0699 - acc: 0.9775


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- ETA: 2s - loss: 0.0683 - acc: 0.9780


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- ETA: 2s - loss: 0.0669 - acc: 0.9787


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- ETA: 2s - loss: 0.0654 - acc: 0.9792


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- ETA: 1s - loss: 0.0639 - acc: 0.9798


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- ETA: 1s - loss: 0.0637 - acc: 0.9799


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- ETA: 1s - loss: 0.0634 - acc: 0.9798


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- ETA: 0s - loss: 0.0617 - acc: 0.9804


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- ETA: 0s - loss: 0.0606 - acc: 0.9807


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- ETA: 0s - loss: 0.0595 - acc: 0.9812

128/878 [===>..........................]

- ETA: 0s - loss: 0.6372 - acc: 0.8984


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- ETA: 0s - loss: 0.6165 - acc: 0.8984


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- ETA: 0s - loss: 0.6626 - acc: 0.8984


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- ETA: 0s - loss: 0.6755 - acc: 0.8945


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- ETA: 0s - loss: 0.6554 - acc: 0.8969


768/878 [=========================>....]

- ETA: 0s - loss: 0.6494 - acc: 0.8919


878/878 [==============================]

- 1s 602us/sample - loss: 0.6319 - acc: 0.8907



39/39 [==============================]

- 14s 348ms/step - loss: 0.0600 - acc: 0.9811 - val_loss: 0.6297 - val_acc: 0.8907


Epoch 62/100

1/39 [..............................]

- ETA: 5s - loss: 0.0139 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0576 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0493 - acc: 0.9844


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- ETA: 8s - loss: 0.0400 - acc: 0.9863


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- ETA: 8s - loss: 0.0371 - acc: 0.9891


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- ETA: 8s - loss: 0.0389 - acc: 0.9857


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- ETA: 8s - loss: 0.0379 - acc: 0.9866


8/39 [=====>........................]

- ETA: 8s - loss: 0.0428 - acc: 0.9854


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- ETA: 8s - loss: 0.0405 - acc: 0.9861


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- ETA: 8s - loss: 0.0429 - acc: 0.9852


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- ETA: 8s - loss: 0.0448 - acc: 0.9837


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- ETA: 8s - loss: 0.0436 - acc: 0.9837


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- ETA: 7s - loss: 0.0417 - acc: 0.9844


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- ETA: 7s - loss: 0.0430 - acc: 0.9827


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- ETA: 7s - loss: 0.0441 - acc: 0.9828


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- ETA: 7s - loss: 0.0441 - acc: 0.9829


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- ETA: 6s - loss: 0.0463 - acc: 0.9821


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- ETA: 6s - loss: 0.0448 - acc: 0.9826


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- ETA: 6s - loss: 0.0443 - acc: 0.9827


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- ETA: 5s - loss: 0.0459 - acc: 0.9832


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- ETA: 5s - loss: 0.0459 - acc: 0.9836


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- ETA: 5s - loss: 0.0452 - acc: 0.9837


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- ETA: 5s - loss: 0.0471 - acc: 0.9830


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- ETA: 4s - loss: 0.0468 - acc: 0.9834


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- ETA: 4s - loss: 0.0481 - acc: 0.9834


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- ETA: 4s - loss: 0.0475 - acc: 0.9835


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- ETA: 3s - loss: 0.0472 - acc: 0.9832


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- ETA: 3s - loss: 0.0467 - acc: 0.9835


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- ETA: 3s - loss: 0.0461 - acc: 0.9835


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- ETA: 2s - loss: 0.0491 - acc: 0.9835


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- ETA: 2s - loss: 0.0481 - acc: 0.9838


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- ETA: 2s - loss: 0.0469 - acc: 0.9843


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- ETA: 1s - loss: 0.0462 - acc: 0.9845


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- ETA: 1s - loss: 0.0470 - acc: 0.9843


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- ETA: 1s - loss: 0.0462 - acc: 0.9848


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- ETA: 0s - loss: 0.0460 - acc: 0.9850


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- ETA: 0s - loss: 0.0463 - acc: 0.9847


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- ETA: 0s - loss: 0.0463 - acc: 0.9847

128/878 [===>..........................]

- ETA: 0s - loss: 0.6007 - acc: 0.8750


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- ETA: 0s - loss: 0.5978 - acc: 0.8789


384/878 [============>.................]

- ETA: 0s - loss: 0.6246 - acc: 0.8802


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- ETA: 0s - loss: 0.6938 - acc: 0.8867


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- ETA: 0s - loss: 0.6261 - acc: 0.8891


768/878 [=========================>....]

- ETA: 0s - loss: 0.6355 - acc: 0.8867


878/878 [==============================]

- 1s 626us/sample - loss: 0.6047 - acc: 0.8929



39/39 [==============================]

- 13s 340ms/step - loss: 0.0459 - acc: 0.9849 - val_loss: 0.6009 - val_acc: 0.8929


Epoch 63/100

1/39 [..............................]

- ETA: 5s - loss: 0.0132 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0281 - acc: 0.9844


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- ETA: 7s - loss: 0.0287 - acc: 0.9818


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- ETA: 8s - loss: 0.0570 - acc: 0.9805


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- ETA: 8s - loss: 0.0529 - acc: 0.9812


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- ETA: 8s - loss: 0.0556 - acc: 0.9805


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- ETA: 9s - loss: 0.0496 - acc: 0.9821


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- ETA: 9s - loss: 0.0475 - acc: 0.9824


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- ETA: 8s - loss: 0.0438 - acc: 0.9844


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- ETA: 8s - loss: 0.0482 - acc: 0.9812


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- ETA: 8s - loss: 0.0570 - acc: 0.9787


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- ETA: 8s - loss: 0.0546 - acc: 0.9798


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- ETA: 8s - loss: 0.0563 - acc: 0.9784


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- ETA: 7s - loss: 0.0623 - acc: 0.9777


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- ETA: 7s - loss: 0.0595 - acc: 0.9792


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- ETA: 7s - loss: 0.0631 - acc: 0.9790


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- ETA: 7s - loss: 0.0635 - acc: 0.9789


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- ETA: 6s - loss: 0.0622 - acc: 0.9787


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- ETA: 6s - loss: 0.0619 - acc: 0.9786


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- ETA: 6s - loss: 0.0648 - acc: 0.9781


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- ETA: 5s - loss: 0.0677 - acc: 0.9773


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- ETA: 5s - loss: 0.0667 - acc: 0.9776


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- ETA: 5s - loss: 0.0658 - acc: 0.9779


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- ETA: 4s - loss: 0.0638 - acc: 0.9785


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- ETA: 4s - loss: 0.0630 - acc: 0.9787


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- ETA: 4s - loss: 0.0617 - acc: 0.9790


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- ETA: 3s - loss: 0.0608 - acc: 0.9795


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- ETA: 3s - loss: 0.0601 - acc: 0.9794


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- ETA: 3s - loss: 0.0612 - acc: 0.9786


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- ETA: 2s - loss: 0.0618 - acc: 0.9780


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- ETA: 2s - loss: 0.0609 - acc: 0.9780


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- ETA: 2s - loss: 0.0599 - acc: 0.9784


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- ETA: 2s - loss: 0.0589 - acc: 0.9788


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- ETA: 1s - loss: 0.0588 - acc: 0.9790


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- ETA: 1s - loss: 0.0585 - acc: 0.9792


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- ETA: 1s - loss: 0.0571 - acc: 0.9797


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- ETA: 0s - loss: 0.0565 - acc: 0.9796


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- ETA: 0s - loss: 0.0572 - acc: 0.9796

128/878 [===>..........................]

- ETA: 0s - loss: 0.4576 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.4374 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4792 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5081 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.5214 - acc: 0.9031


768/878 [=========================>....]

- ETA: 0s - loss: 0.5398 - acc: 0.8945


878/878 [==============================]

- 1s 599us/sample - loss: 0.5018 - acc: 0.8986



39/39 [==============================]

- 14s 350ms/step - loss: 0.0563 - acc: 0.9801 - val_loss: 0.4971 - val_acc: 0.8986


Epoch 64/100

1/39 [..............................]

- ETA: 5s - loss: 0.0190 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0287 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0386 - acc: 0.9844


4/39 [==>...........................]

- ETA: 7s - loss: 0.0331 - acc: 0.9863


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- ETA: 8s - loss: 0.0338 - acc: 0.9859


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- ETA: 8s - loss: 0.0315 - acc: 0.9870


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- ETA: 8s - loss: 0.0296 - acc: 0.9877


8/39 [=====>........................]

- ETA: 8s - loss: 0.0285 - acc: 0.9883


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- ETA: 8s - loss: 0.0267 - acc: 0.9896


10/39 [======>.......................]

- ETA: 8s - loss: 0.0270 - acc: 0.9898


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- ETA: 8s - loss: 0.0274 - acc: 0.9901


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- ETA: 8s - loss: 0.0257 - acc: 0.9909


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- ETA: 7s - loss: 0.0249 - acc: 0.9916


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- ETA: 7s - loss: 0.0252 - acc: 0.9916


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- ETA: 7s - loss: 0.0252 - acc: 0.9917


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- ETA: 7s - loss: 0.0256 - acc: 0.9917


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- ETA: 6s - loss: 0.0263 - acc: 0.9913


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- ETA: 6s - loss: 0.0252 - acc: 0.9918


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- ETA: 6s - loss: 0.0253 - acc: 0.9914


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- ETA: 5s - loss: 0.0251 - acc: 0.9914


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- ETA: 5s - loss: 0.0262 - acc: 0.9911


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- ETA: 5s - loss: 0.0254 - acc: 0.9914


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- ETA: 5s - loss: 0.0261 - acc: 0.9911


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- ETA: 4s - loss: 0.0257 - acc: 0.9915


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- ETA: 4s - loss: 0.0267 - acc: 0.9915


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- ETA: 4s - loss: 0.0292 - acc: 0.9909


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- ETA: 3s - loss: 0.0286 - acc: 0.9910


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- ETA: 3s - loss: 0.0279 - acc: 0.9913


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- ETA: 3s - loss: 0.0273 - acc: 0.9916


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- ETA: 2s - loss: 0.0273 - acc: 0.9916


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- ETA: 2s - loss: 0.0272 - acc: 0.9916


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- ETA: 2s - loss: 0.0268 - acc: 0.9917


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- ETA: 1s - loss: 0.0276 - acc: 0.9914


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- ETA: 1s - loss: 0.0273 - acc: 0.9915


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- ETA: 1s - loss: 0.0281 - acc: 0.9913


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- ETA: 0s - loss: 0.0283 - acc: 0.9911


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- ETA: 0s - loss: 0.0289 - acc: 0.9907


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- ETA: 0s - loss: 0.0291 - acc: 0.9907

128/878 [===>..........................]

- ETA: 0s - loss: 0.3739 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.3568 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.3631 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.4658 - acc: 0.9121


640/878 [====================>.........]

- ETA: 0s - loss: 0.4597 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.4794 - acc: 0.9102


878/878 [==============================]

- 1s 927us/sample - loss: 0.4515 - acc: 0.9134



39/39 [==============================]

- 13s 345ms/step - loss: 0.0284 - acc: 0.9910 - val_loss: 0.4481 - val_acc: 0.9134


Epoch 65/100

1/39 [..............................]

- ETA: 7s - loss: 0.0111 - acc: 0.9922


2/39 [>.............................]

- ETA: 7s - loss: 0.0139 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0133 - acc: 0.9948


4/39 [==>...........................]

- ETA: 6s - loss: 0.0137 - acc: 0.9941


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- ETA: 7s - loss: 0.0254 - acc: 0.9922


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- ETA: 7s - loss: 0.0276 - acc: 0.9909


7/39 [====>.........................]

- ETA: 8s - loss: 0.0245 - acc: 0.9922


8/39 [=====>........................]

- ETA: 8s - loss: 0.0238 - acc: 0.9932


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- ETA: 8s - loss: 0.0220 - acc: 0.9939


10/39 [======>.......................]

- ETA: 8s - loss: 0.0293 - acc: 0.9914


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- ETA: 7s - loss: 0.0311 - acc: 0.9906


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- ETA: 7s - loss: 0.0306 - acc: 0.9908


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- ETA: 7s - loss: 0.0290 - acc: 0.9915


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- ETA: 7s - loss: 0.0306 - acc: 0.9910


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- ETA: 7s - loss: 0.0307 - acc: 0.9905


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- ETA: 6s - loss: 0.0303 - acc: 0.9906


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- ETA: 6s - loss: 0.0290 - acc: 0.9912


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- ETA: 6s - loss: 0.0277 - acc: 0.9917


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- ETA: 6s - loss: 0.0264 - acc: 0.9921


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- ETA: 5s - loss: 0.0279 - acc: 0.9913


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- ETA: 5s - loss: 0.0270 - acc: 0.9918


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- ETA: 5s - loss: 0.0291 - acc: 0.9911


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- ETA: 5s - loss: 0.0285 - acc: 0.9911


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- ETA: 4s - loss: 0.0281 - acc: 0.9912


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- ETA: 4s - loss: 0.0277 - acc: 0.9912


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- ETA: 4s - loss: 0.0271 - acc: 0.9915


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- ETA: 3s - loss: 0.0277 - acc: 0.9913


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- ETA: 3s - loss: 0.0282 - acc: 0.9910


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- ETA: 3s - loss: 0.0278 - acc: 0.9911


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- ETA: 2s - loss: 0.0271 - acc: 0.9914


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- ETA: 2s - loss: 0.0269 - acc: 0.9911


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- ETA: 2s - loss: 0.0267 - acc: 0.9912


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- ETA: 1s - loss: 0.0261 - acc: 0.9914


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- ETA: 1s - loss: 0.0260 - acc: 0.9912


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- ETA: 1s - loss: 0.0258 - acc: 0.9913


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- ETA: 0s - loss: 0.0259 - acc: 0.9913


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- ETA: 0s - loss: 0.0267 - acc: 0.9909


38/39 [============================>.]

- ETA: 0s - loss: 0.0268 - acc: 0.9907

128/878 [===>..........................]

- ETA: 0s - loss: 0.4849 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.4889 - acc: 0.8906


384/878 [============>.................]

- ETA: 0s - loss: 0.4522 - acc: 0.8984


512/878 [================>.............]

- ETA: 0s - loss: 0.5203 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5230 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5056 - acc: 0.9076


878/878 [==============================]

- 1s 596us/sample - loss: 0.4681 - acc: 0.9112



39/39 [==============================]

- 13s 345ms/step - loss: 0.0264 - acc: 0.9910 - val_loss: 0.4635 - val_acc: 0.9112


Epoch 66/100

1/39 [..............................]

- ETA: 5s - loss: 0.0229 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0163 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0309 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0245 - acc: 0.9941


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- ETA: 8s - loss: 0.0264 - acc: 0.9922


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- ETA: 8s - loss: 0.0227 - acc: 0.9935


7/39 [====>.........................]

- ETA: 8s - loss: 0.0213 - acc: 0.9933


8/39 [=====>........................]

- ETA: 8s - loss: 0.0240 - acc: 0.9922


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- ETA: 8s - loss: 0.0242 - acc: 0.9913


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- ETA: 8s - loss: 0.0253 - acc: 0.9906


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- ETA: 8s - loss: 0.0239 - acc: 0.9915


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- ETA: 8s - loss: 0.0289 - acc: 0.9902


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- ETA: 7s - loss: 0.0274 - acc: 0.9904


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- ETA: 7s - loss: 0.0270 - acc: 0.9905


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- ETA: 7s - loss: 0.0259 - acc: 0.9911


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- ETA: 7s - loss: 0.0264 - acc: 0.9902


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- ETA: 6s - loss: 0.0271 - acc: 0.9899


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- ETA: 6s - loss: 0.0274 - acc: 0.9896


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- ETA: 6s - loss: 0.0288 - acc: 0.9892


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- ETA: 5s - loss: 0.0284 - acc: 0.9898


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- ETA: 5s - loss: 0.0280 - acc: 0.9899


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- ETA: 5s - loss: 0.0330 - acc: 0.9882


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- ETA: 4s - loss: 0.0333 - acc: 0.9880


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- ETA: 4s - loss: 0.0408 - acc: 0.9869


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- ETA: 4s - loss: 0.0403 - acc: 0.9871


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- ETA: 4s - loss: 0.0403 - acc: 0.9873


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- ETA: 3s - loss: 0.0404 - acc: 0.9875


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- ETA: 3s - loss: 0.0403 - acc: 0.9871


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- ETA: 3s - loss: 0.0405 - acc: 0.9870


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- ETA: 2s - loss: 0.0399 - acc: 0.9872


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- ETA: 2s - loss: 0.0418 - acc: 0.9866


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- ETA: 2s - loss: 0.0425 - acc: 0.9860


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- ETA: 1s - loss: 0.0428 - acc: 0.9857


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- ETA: 1s - loss: 0.0448 - acc: 0.9852


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- ETA: 1s - loss: 0.0442 - acc: 0.9852


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- ETA: 0s - loss: 0.0469 - acc: 0.9843


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- ETA: 0s - loss: 0.0475 - acc: 0.9843


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- ETA: 0s - loss: 0.0465 - acc: 0.9847

128/878 [===>..........................]

- ETA: 0s - loss: 0.4512 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4784 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4807 - acc: 0.9010


512/878 [================>.............]

- ETA: 0s - loss: 0.5301 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.5188 - acc: 0.9062


768/878 [=========================>....]

- ETA: 0s - loss: 0.4927 - acc: 0.9102


878/878 [==============================]

- 1s 755us/sample - loss: 0.4743 - acc: 0.9157



39/39 [==============================]

- 13s 339ms/step - loss: 0.0462 - acc: 0.9849 - val_loss: 0.4720 - val_acc: 0.9157


Epoch 67/100

1/39 [..............................]

- ETA: 26s - loss: 0.1014 - acc: 0.9531


2/39 [>.............................]

- ETA: 21s - loss: 0.0555 - acc: 0.9766


3/39 [=>............................]

- ETA: 16s - loss: 0.0406 - acc: 0.9844


4/39 [==>...........................]

- ETA: 13s - loss: 0.0766 - acc: 0.9746


5/39 [==>...........................]

- ETA: 11s - loss: 0.0684 - acc: 0.9766


6/39 [===>..........................]

- ETA: 10s - loss: 0.0645 - acc: 0.9773


7/39 [====>.........................]

- ETA: 9s - loss: 0.0613 - acc: 0.9783


8/39 [=====>........................]

- ETA: 8s - loss: 0.0563 - acc: 0.9801


9/39 [=====>........................]

- ETA: 8s - loss: 0.0574 - acc: 0.9806


10/39 [======>.......................]

- ETA: 8s - loss: 0.0569 - acc: 0.9802


11/39 [=======>......................]

- ETA: 8s - loss: 0.0571 - acc: 0.9806


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- ETA: 8s - loss: 0.0577 - acc: 0.9809


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- ETA: 8s - loss: 0.0557 - acc: 0.9818


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- ETA: 8s - loss: 0.0545 - acc: 0.9814


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- ETA: 7s - loss: 0.0584 - acc: 0.9800


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- ETA: 7s - loss: 0.0567 - acc: 0.9808


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- ETA: 7s - loss: 0.0554 - acc: 0.9810


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- ETA: 6s - loss: 0.0536 - acc: 0.9816


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- ETA: 6s - loss: 0.0538 - acc: 0.9818


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- ETA: 6s - loss: 0.0526 - acc: 0.9823


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- ETA: 6s - loss: 0.0521 - acc: 0.9824


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- ETA: 5s - loss: 0.0525 - acc: 0.9818


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- ETA: 5s - loss: 0.0517 - acc: 0.9822


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- ETA: 5s - loss: 0.0559 - acc: 0.9810


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- ETA: 4s - loss: 0.0546 - acc: 0.9815


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- ETA: 4s - loss: 0.0538 - acc: 0.9816


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- ETA: 4s - loss: 0.0554 - acc: 0.9814


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- ETA: 3s - loss: 0.0555 - acc: 0.9815


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- ETA: 3s - loss: 0.0556 - acc: 0.9816


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- ETA: 3s - loss: 0.0559 - acc: 0.9812


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- ETA: 2s - loss: 0.0560 - acc: 0.9813


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- ETA: 2s - loss: 0.0565 - acc: 0.9811


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- ETA: 2s - loss: 0.0559 - acc: 0.9812


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- ETA: 1s - loss: 0.0561 - acc: 0.9813


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- ETA: 1s - loss: 0.0551 - acc: 0.9816


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- ETA: 1s - loss: 0.0542 - acc: 0.9817


37/39 [===========================>..]

- ETA: 0s - loss: 0.0564 - acc: 0.9809


38/39 [============================>.]

- ETA: 0s - loss: 0.0575 - acc: 0.9802

128/878 [===>..........................]

- ETA: 0s - loss: 0.3652 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.3424 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3821 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.4414 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4406 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4348 - acc: 0.9154


878/878 [==============================]

- 1s 619us/sample - loss: 0.4287 - acc: 0.9169



39/39 [==============================]

- 14s 359ms/step - loss: 0.0565 - acc: 0.9805 - val_loss: 0.4279 - val_acc: 0.9169


Epoch 68/100

1/39 [..............................]

- ETA: 6s - loss: 0.0592 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0453 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0832 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0665 - acc: 0.9844


5/39 [==>...........................]

- ETA: 8s - loss: 0.0606 - acc: 0.9859


6/39 [===>..........................]

- ETA: 8s - loss: 0.0602 - acc: 0.9831


7/39 [====>.........................]

- ETA: 8s - loss: 0.0567 - acc: 0.9852


8/39 [=====>........................]

- ETA: 8s - loss: 0.0549 - acc: 0.9841


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- ETA: 8s - loss: 0.0547 - acc: 0.9841


10/39 [======>.......................]

- ETA: 8s - loss: 0.0579 - acc: 0.9833


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- ETA: 8s - loss: 0.0557 - acc: 0.9827


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- ETA: 8s - loss: 0.0543 - acc: 0.9822


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- ETA: 8s - loss: 0.0530 - acc: 0.9830


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- ETA: 7s - loss: 0.0540 - acc: 0.9825


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- ETA: 7s - loss: 0.0542 - acc: 0.9811


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- ETA: 7s - loss: 0.0570 - acc: 0.9803


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- ETA: 6s - loss: 0.0553 - acc: 0.9805


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- ETA: 6s - loss: 0.0533 - acc: 0.9812


19/39 [=============>................]

- ETA: 6s - loss: 0.0533 - acc: 0.9801


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- ETA: 6s - loss: 0.0521 - acc: 0.9803


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- ETA: 5s - loss: 0.0502 - acc: 0.9813


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- ETA: 5s - loss: 0.0498 - acc: 0.9818


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- ETA: 5s - loss: 0.0482 - acc: 0.9822


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- ETA: 4s - loss: 0.0472 - acc: 0.9826


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- ETA: 4s - loss: 0.0462 - acc: 0.9830


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- ETA: 4s - loss: 0.0461 - acc: 0.9825


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- ETA: 3s - loss: 0.0455 - acc: 0.9828


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- ETA: 3s - loss: 0.0463 - acc: 0.9832


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- ETA: 3s - loss: 0.0457 - acc: 0.9832


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- ETA: 2s - loss: 0.0454 - acc: 0.9833


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- ETA: 2s - loss: 0.0452 - acc: 0.9835


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- ETA: 2s - loss: 0.0442 - acc: 0.9841


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- ETA: 1s - loss: 0.0431 - acc: 0.9845


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- ETA: 1s - loss: 0.0428 - acc: 0.9845


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- ETA: 1s - loss: 0.0429 - acc: 0.9845


36/39 [==========================>...]

- ETA: 0s - loss: 0.0421 - acc: 0.9850


37/39 [===========================>..]

- ETA: 0s - loss: 0.0413 - acc: 0.9852


38/39 [============================>.]

- ETA: 0s - loss: 0.0414 - acc: 0.9851

128/878 [===>..........................]

- ETA: 0s - loss: 0.3291 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.3491 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.3790 - acc: 0.9193


512/878 [================>.............]

- ETA: 0s - loss: 0.4411 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.4417 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.4405 - acc: 0.9180


878/878 [==============================]

- 1s 652us/sample - loss: 0.4146 - acc: 0.9226



39/39 [==============================]

- 13s 343ms/step - loss: 0.0407 - acc: 0.9855 - val_loss: 0.4114 - val_acc: 0.9226


Epoch 69/100

1/39 [..............................]

- ETA: 6s - loss: 0.0187 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0189 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0287 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0306 - acc: 0.9863


5/39 [==>...........................]

- ETA: 8s - loss: 0.0252 - acc: 0.9891


6/39 [===>..........................]

- ETA: 9s - loss: 0.0240 - acc: 0.9896


7/39 [====>.........................]

- ETA: 9s - loss: 0.0267 - acc: 0.9877


8/39 [=====>........................]

- ETA: 9s - loss: 0.0246 - acc: 0.9883


9/39 [=====>........................]

- ETA: 9s - loss: 0.0240 - acc: 0.9887


10/39 [======>.......................]

- ETA: 9s - loss: 0.0233 - acc: 0.9898


11/39 [=======>......................]

- ETA: 9s - loss: 0.0265 - acc: 0.9879


12/39 [========>.....................]

- ETA: 8s - loss: 0.0248 - acc: 0.9889


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- ETA: 8s - loss: 0.0231 - acc: 0.9898


14/39 [=========>....................]

- ETA: 8s - loss: 0.0227 - acc: 0.9900


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- ETA: 7s - loss: 0.0228 - acc: 0.9901


16/39 [===========>..................]

- ETA: 7s - loss: 0.0231 - acc: 0.9902


17/39 [============>.................]

- ETA: 7s - loss: 0.0298 - acc: 0.9885


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- ETA: 6s - loss: 0.0290 - acc: 0.9891


19/39 [=============>................]

- ETA: 6s - loss: 0.0286 - acc: 0.9893


20/39 [==============>...............]

- ETA: 6s - loss: 0.0273 - acc: 0.9898


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- ETA: 6s - loss: 0.0269 - acc: 0.9899


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- ETA: 5s - loss: 0.0264 - acc: 0.9900


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- ETA: 5s - loss: 0.0263 - acc: 0.9901


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- ETA: 5s - loss: 0.0254 - acc: 0.9905


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- ETA: 4s - loss: 0.0247 - acc: 0.9909


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- ETA: 4s - loss: 0.0245 - acc: 0.9909


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- ETA: 4s - loss: 0.0242 - acc: 0.9913


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- ETA: 3s - loss: 0.0243 - acc: 0.9910


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- ETA: 3s - loss: 0.0239 - acc: 0.9911


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- ETA: 3s - loss: 0.0237 - acc: 0.9911


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- ETA: 2s - loss: 0.0235 - acc: 0.9911


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- ETA: 2s - loss: 0.0234 - acc: 0.9912


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- ETA: 2s - loss: 0.0232 - acc: 0.9914


34/39 [=========================>....]

- ETA: 1s - loss: 0.0237 - acc: 0.9908


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- ETA: 1s - loss: 0.0238 - acc: 0.9906


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- ETA: 1s - loss: 0.0236 - acc: 0.9904


37/39 [===========================>..]

- ETA: 0s - loss: 0.0232 - acc: 0.9907


38/39 [============================>.]

- ETA: 0s - loss: 0.0228 - acc: 0.9909

128/878 [===>..........................]

- ETA: 0s - loss: 0.7581 - acc: 0.8750


256/878 [=======>......................]

- ETA: 0s - loss: 0.7515 - acc: 0.8906


384/878 [============>.................]

- ETA: 0s - loss: 0.8285 - acc: 0.8854


512/878 [================>.............]

- ETA: 0s - loss: 0.8710 - acc: 0.8809


640/878 [====================>.........]

- ETA: 0s - loss: 0.8786 - acc: 0.8828


768/878 [=========================>....]

- ETA: 0s - loss: 0.9035 - acc: 0.8763


878/878 [==============================]

- 1s 645us/sample - loss: 0.9091 - acc: 0.8747



39/39 [==============================]

- 14s 360ms/step - loss: 0.0226 - acc: 0.9910 - val_loss: 0.9098 - val_acc: 0.8747


Epoch 70/100

1/39 [..............................]

- ETA: 5s - loss: 0.0633 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0524 - acc: 0.9844


3/39 [=>............................]

- ETA: 6s - loss: 0.0391 - acc: 0.9870


4/39 [==>...........................]

- ETA: 7s - loss: 0.0303 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0271 - acc: 0.9906


6/39 [===>..........................]

- ETA: 8s - loss: 0.0231 - acc: 0.9922


7/39 [====>.........................]

- ETA: 8s - loss: 0.0226 - acc: 0.9911


8/39 [=====>........................]

- ETA: 8s - loss: 0.0202 - acc: 0.9922


9/39 [=====>........................]

- ETA: 8s - loss: 0.0216 - acc: 0.9922


10/39 [======>.......................]

- ETA: 8s - loss: 0.0258 - acc: 0.9906


11/39 [=======>......................]

- ETA: 8s - loss: 0.0250 - acc: 0.9908


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- ETA: 7s - loss: 0.0236 - acc: 0.9915


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- ETA: 7s - loss: 0.0226 - acc: 0.9916


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- ETA: 7s - loss: 0.0228 - acc: 0.9916


15/39 [==========>...................]

- ETA: 7s - loss: 0.0240 - acc: 0.9911


16/39 [===========>..................]

- ETA: 7s - loss: 0.0233 - acc: 0.9917


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- ETA: 6s - loss: 0.0226 - acc: 0.9917


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- ETA: 6s - loss: 0.0217 - acc: 0.9922


19/39 [=============>................]

- ETA: 6s - loss: 0.0223 - acc: 0.9918


20/39 [==============>...............]

- ETA: 5s - loss: 0.0216 - acc: 0.9922


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- ETA: 5s - loss: 0.0216 - acc: 0.9922


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- ETA: 5s - loss: 0.0218 - acc: 0.9918


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- ETA: 5s - loss: 0.0212 - acc: 0.9922


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- ETA: 4s - loss: 0.0206 - acc: 0.9925


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- ETA: 4s - loss: 0.0218 - acc: 0.9919


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- ETA: 4s - loss: 0.0224 - acc: 0.9913


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- ETA: 3s - loss: 0.0217 - acc: 0.9916


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- ETA: 3s - loss: 0.0218 - acc: 0.9916


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- ETA: 3s - loss: 0.0226 - acc: 0.9911


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- ETA: 2s - loss: 0.0223 - acc: 0.9911


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- ETA: 2s - loss: 0.0226 - acc: 0.9912


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- ETA: 2s - loss: 0.0221 - acc: 0.9915


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- ETA: 1s - loss: 0.0218 - acc: 0.9917


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- ETA: 1s - loss: 0.0212 - acc: 0.9920


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- ETA: 1s - loss: 0.0213 - acc: 0.9920


36/39 [==========================>...]

- ETA: 0s - loss: 0.0233 - acc: 0.9917


37/39 [===========================>..]

- ETA: 0s - loss: 0.0230 - acc: 0.9919


38/39 [============================>.]

- ETA: 0s - loss: 0.0266 - acc: 0.9911

128/878 [===>..........................]

- ETA: 0s - loss: 0.4735 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.5009 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5515 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.6196 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.6065 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.6182 - acc: 0.9023


878/878 [==============================]

- 1s 626us/sample - loss: 0.5997 - acc: 0.9066



39/39 [==============================]

- 13s 341ms/step - loss: 0.0275 - acc: 0.9908 - val_loss: 0.5974 - val_acc: 0.9066


Epoch 71/100

1/39 [..............................]

- ETA: 5s - loss: 0.0171 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0410 - acc: 0.9883


3/39 [=>............................]

- ETA: 8s - loss: 0.0588 - acc: 0.9818


4/39 [==>...........................]

- ETA: 9s - loss: 0.0444 - acc: 0.9863


5/39 [==>...........................]

- ETA: 9s - loss: 0.0500 - acc: 0.9844


6/39 [===>..........................]

- ETA: 9s - loss: 0.0461 - acc: 0.9857


7/39 [====>.........................]

- ETA: 9s - loss: 0.0516 - acc: 0.9844


8/39 [=====>........................]

- ETA: 9s - loss: 0.0520 - acc: 0.9844


9/39 [=====>........................]

- ETA: 9s - loss: 0.0513 - acc: 0.9852


10/39 [======>.......................]

- ETA: 9s - loss: 0.0491 - acc: 0.9849


11/39 [=======>......................]

- ETA: 9s - loss: 0.0546 - acc: 0.9820


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- ETA: 8s - loss: 0.0513 - acc: 0.9835


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- ETA: 8s - loss: 0.0535 - acc: 0.9824


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- ETA: 8s - loss: 0.0574 - acc: 0.9814


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- ETA: 7s - loss: 0.0556 - acc: 0.9816


16/39 [===========>..................]

- ETA: 7s - loss: 0.0556 - acc: 0.9818


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- ETA: 7s - loss: 0.0718 - acc: 0.9796


18/39 [============>.................]

- ETA: 7s - loss: 0.0707 - acc: 0.9799


19/39 [=============>................]

- ETA: 6s - loss: 0.0696 - acc: 0.9793


20/39 [==============>...............]

- ETA: 6s - loss: 0.0753 - acc: 0.9772


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- ETA: 6s - loss: 0.0771 - acc: 0.9764


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- ETA: 5s - loss: 0.0754 - acc: 0.9764


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- ETA: 5s - loss: 0.0759 - acc: 0.9757


24/39 [=================>............]

- ETA: 5s - loss: 0.0824 - acc: 0.9741


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- ETA: 4s - loss: 0.0833 - acc: 0.9739


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- ETA: 4s - loss: 0.0852 - acc: 0.9722


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- ETA: 4s - loss: 0.0845 - acc: 0.9724


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- ETA: 3s - loss: 0.0828 - acc: 0.9731


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- ETA: 3s - loss: 0.0883 - acc: 0.9716


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- ETA: 3s - loss: 0.0892 - acc: 0.9715


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- ETA: 2s - loss: 0.0916 - acc: 0.9704


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- ETA: 2s - loss: 0.0897 - acc: 0.9708


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- ETA: 2s - loss: 0.0898 - acc: 0.9707


34/39 [=========================>....]

- ETA: 1s - loss: 0.0890 - acc: 0.9712


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- ETA: 1s - loss: 0.0915 - acc: 0.9697


36/39 [==========================>...]

- ETA: 1s - loss: 0.0929 - acc: 0.9691


37/39 [===========================>..]

- ETA: 0s - loss: 0.0919 - acc: 0.9695


38/39 [============================>.]

- ETA: 0s - loss: 0.0906 - acc: 0.9695

128/878 [===>..........................]

- ETA: 0s - loss: 0.5379 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.4382 - acc: 0.8867


384/878 [============>.................]

- ETA: 0s - loss: 0.4147 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.4337 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.4043 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.4022 - acc: 0.9062


878/878 [==============================]

- 1s 610us/sample - loss: 0.3945 - acc: 0.9055



39/39 [==============================]

- 14s 363ms/step - loss: 0.0892 - acc: 0.9702 - val_loss: 0.3935 - val_acc: 0.9055


Epoch 72/100

1/39 [..............................]

- ETA: 5s - loss: 0.0209 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0282 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0278 - acc: 0.9974


4/39 [==>...........................]

- ETA: 8s - loss: 0.0346 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0343 - acc: 0.9891


6/39 [===>..........................]

- ETA: 8s - loss: 0.0363 - acc: 0.9883


7/39 [====>.........................]

- ETA: 8s - loss: 0.0394 - acc: 0.9877


8/39 [=====>........................]

- ETA: 8s - loss: 0.0364 - acc: 0.9883


9/39 [=====>........................]

- ETA: 8s - loss: 0.0351 - acc: 0.9887


10/39 [======>.......................]

- ETA: 8s - loss: 0.0320 - acc: 0.9898


11/39 [=======>......................]

- ETA: 8s - loss: 0.0391 - acc: 0.9872


12/39 [========>.....................]

- ETA: 8s - loss: 0.0387 - acc: 0.9876


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- ETA: 7s - loss: 0.0412 - acc: 0.9862


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- ETA: 7s - loss: 0.0417 - acc: 0.9855


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- ETA: 7s - loss: 0.0440 - acc: 0.9844


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- ETA: 7s - loss: 0.0429 - acc: 0.9847


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- ETA: 6s - loss: 0.0414 - acc: 0.9852


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- ETA: 6s - loss: 0.0405 - acc: 0.9856


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- ETA: 6s - loss: 0.0468 - acc: 0.9830


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- ETA: 5s - loss: 0.0460 - acc: 0.9835


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- ETA: 5s - loss: 0.0468 - acc: 0.9831


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- ETA: 5s - loss: 0.0475 - acc: 0.9832


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- ETA: 5s - loss: 0.0468 - acc: 0.9836


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- ETA: 4s - loss: 0.0482 - acc: 0.9830


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- ETA: 4s - loss: 0.0468 - acc: 0.9833


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- ETA: 4s - loss: 0.0461 - acc: 0.9834


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- ETA: 3s - loss: 0.0471 - acc: 0.9828


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- ETA: 3s - loss: 0.0503 - acc: 0.9820


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- ETA: 3s - loss: 0.0510 - acc: 0.9816


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- ETA: 2s - loss: 0.0506 - acc: 0.9819


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- ETA: 2s - loss: 0.0506 - acc: 0.9820


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- ETA: 2s - loss: 0.0496 - acc: 0.9823


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- ETA: 1s - loss: 0.0493 - acc: 0.9824


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- ETA: 1s - loss: 0.0515 - acc: 0.9825


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- ETA: 1s - loss: 0.0525 - acc: 0.9821


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- ETA: 0s - loss: 0.0523 - acc: 0.9819


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- ETA: 0s - loss: 0.0514 - acc: 0.9822


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- ETA: 0s - loss: 0.0515 - acc: 0.9820

128/878 [===>..........................]

- ETA: 0s - loss: 0.5306 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.5110 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5444 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.5835 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5496 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5399 - acc: 0.9115


878/878 [==============================]

- 1s 1ms/sample - loss: 0.5108 - acc: 0.9123



39/39 [==============================]

- 14s 354ms/step - loss: 0.0509 - acc: 0.9823 - val_loss: 0.5072 - val_acc: 0.9123


Epoch 73/100

1/39 [..............................]

- ETA: 7s - loss: 0.0403 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0515 - acc: 0.9844


3/39 [=>............................]

- ETA: 6s - loss: 0.0454 - acc: 0.9818


4/39 [==>...........................]

- ETA: 6s - loss: 0.0400 - acc: 0.9844


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- ETA: 6s - loss: 0.0450 - acc: 0.9828


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- ETA: 7s - loss: 0.0453 - acc: 0.9831


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- ETA: 7s - loss: 0.0427 - acc: 0.9844


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- ETA: 7s - loss: 0.0432 - acc: 0.9834


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- ETA: 7s - loss: 0.0433 - acc: 0.9835


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- ETA: 7s - loss: 0.0437 - acc: 0.9836


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- ETA: 7s - loss: 0.0502 - acc: 0.9808


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- ETA: 7s - loss: 0.0486 - acc: 0.9805


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- ETA: 7s - loss: 0.0458 - acc: 0.9820


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- ETA: 7s - loss: 0.0438 - acc: 0.9833


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- ETA: 7s - loss: 0.0447 - acc: 0.9823


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- ETA: 6s - loss: 0.0469 - acc: 0.9805


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- ETA: 6s - loss: 0.0462 - acc: 0.9807


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- ETA: 6s - loss: 0.0445 - acc: 0.9813


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- ETA: 6s - loss: 0.0427 - acc: 0.9819


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- ETA: 6s - loss: 0.0426 - acc: 0.9816


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- ETA: 5s - loss: 0.0411 - acc: 0.9825


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- ETA: 5s - loss: 0.0396 - acc: 0.9833


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- ETA: 5s - loss: 0.0424 - acc: 0.9834


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- ETA: 4s - loss: 0.0440 - acc: 0.9831


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- ETA: 4s - loss: 0.0441 - acc: 0.9831


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- ETA: 4s - loss: 0.0435 - acc: 0.9834


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- ETA: 3s - loss: 0.0426 - acc: 0.9837


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- ETA: 3s - loss: 0.0417 - acc: 0.9840


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- ETA: 3s - loss: 0.0411 - acc: 0.9843


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- ETA: 2s - loss: 0.0401 - acc: 0.9848


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- ETA: 2s - loss: 0.0394 - acc: 0.9851


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- ETA: 2s - loss: 0.0384 - acc: 0.9853


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- ETA: 1s - loss: 0.0386 - acc: 0.9850


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- ETA: 1s - loss: 0.0392 - acc: 0.9850


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- ETA: 1s - loss: 0.0385 - acc: 0.9852


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- ETA: 0s - loss: 0.0379 - acc: 0.9856


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- ETA: 0s - loss: 0.0372 - acc: 0.9860


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- ETA: 0s - loss: 0.0367 - acc: 0.9860

128/878 [===>..........................]

- ETA: 0s - loss: 0.4211 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.4669 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5415 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.6341 - acc: 0.9043


640/878 [====================>.........]

- ETA: 0s - loss: 0.6102 - acc: 0.9016


768/878 [=========================>....]

- ETA: 0s - loss: 0.5871 - acc: 0.9023


878/878 [==============================]

- 1s 678us/sample - loss: 0.5561 - acc: 0.9043



39/39 [==============================]

- 14s 349ms/step - loss: 0.0359 - acc: 0.9863 - val_loss: 0.5523 - val_acc: 0.9043


Epoch 74/100

1/39 [..............................]

- ETA: 6s - loss: 0.0280 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0251 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0333 - acc: 0.9896


4/39 [==>...........................]

- ETA: 7s - loss: 0.0322 - acc: 0.9902


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- ETA: 8s - loss: 0.0344 - acc: 0.9891


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- ETA: 8s - loss: 0.0306 - acc: 0.9909


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- ETA: 8s - loss: 0.0358 - acc: 0.9900


8/39 [=====>........................]

- ETA: 8s - loss: 0.0326 - acc: 0.9912


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- ETA: 8s - loss: 0.0375 - acc: 0.9905


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- ETA: 8s - loss: 0.0346 - acc: 0.9914


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- ETA: 8s - loss: 0.0361 - acc: 0.9893


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- ETA: 8s - loss: 0.0335 - acc: 0.9902


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- ETA: 7s - loss: 0.0313 - acc: 0.9910


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- ETA: 7s - loss: 0.0312 - acc: 0.9905


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- ETA: 7s - loss: 0.0300 - acc: 0.9911


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- ETA: 7s - loss: 0.0290 - acc: 0.9912


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- ETA: 6s - loss: 0.0281 - acc: 0.9917


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- ETA: 6s - loss: 0.0276 - acc: 0.9918


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- ETA: 6s - loss: 0.0284 - acc: 0.9905


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- ETA: 6s - loss: 0.0279 - acc: 0.9906


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- ETA: 5s - loss: 0.0267 - acc: 0.9910


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- ETA: 5s - loss: 0.0268 - acc: 0.9911


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- ETA: 5s - loss: 0.0278 - acc: 0.9904


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- ETA: 4s - loss: 0.0280 - acc: 0.9905


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- ETA: 4s - loss: 0.0276 - acc: 0.9909


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- ETA: 4s - loss: 0.0275 - acc: 0.9906


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- ETA: 3s - loss: 0.0279 - acc: 0.9904


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- ETA: 3s - loss: 0.0276 - acc: 0.9905


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- ETA: 3s - loss: 0.0275 - acc: 0.9903


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- ETA: 2s - loss: 0.0285 - acc: 0.9903


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- ETA: 2s - loss: 0.0280 - acc: 0.9906


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- ETA: 2s - loss: 0.0273 - acc: 0.9909


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- ETA: 1s - loss: 0.0276 - acc: 0.9910


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- ETA: 1s - loss: 0.0270 - acc: 0.9912


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- ETA: 1s - loss: 0.0274 - acc: 0.9913


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- ETA: 0s - loss: 0.0279 - acc: 0.9911


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- ETA: 0s - loss: 0.0278 - acc: 0.9911


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- ETA: 0s - loss: 0.0273 - acc: 0.9913

128/878 [===>..........................]

- ETA: 0s - loss: 0.3960 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4849 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5276 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5995 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5953 - acc: 0.9062


768/878 [=========================>....]

- ETA: 0s - loss: 0.5831 - acc: 0.9062


878/878 [==============================]

- 1s 960us/sample - loss: 0.5555 - acc: 0.9100



39/39 [==============================]

- 14s 349ms/step - loss: 0.0269 - acc: 0.9914 - val_loss: 0.5521 - val_acc: 0.9100


Epoch 75/100

1/39 [..............................]

- ETA: 10s - loss: 0.0020 - acc: 1.0000


2/39 [>.............................]

- ETA: 8s - loss: 0.0052 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0048 - acc: 0.9974


4/39 [==>...........................]

- ETA: 6s - loss: 0.0085 - acc: 0.9961


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- ETA: 7s - loss: 0.0113 - acc: 0.9969


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- ETA: 7s - loss: 0.0161 - acc: 0.9948


7/39 [====>.........................]

- ETA: 8s - loss: 0.0144 - acc: 0.9955


8/39 [=====>........................]

- ETA: 8s - loss: 0.0136 - acc: 0.9961


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- ETA: 8s - loss: 0.0126 - acc: 0.9965


10/39 [======>.......................]

- ETA: 8s - loss: 0.0132 - acc: 0.9961


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- ETA: 8s - loss: 0.0131 - acc: 0.9957


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- ETA: 7s - loss: 0.0157 - acc: 0.9948


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- ETA: 7s - loss: 0.0151 - acc: 0.9952


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- ETA: 7s - loss: 0.0156 - acc: 0.9950


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- ETA: 7s - loss: 0.0152 - acc: 0.9953


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- ETA: 7s - loss: 0.0159 - acc: 0.9951


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- ETA: 6s - loss: 0.0154 - acc: 0.9954


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- ETA: 6s - loss: 0.0175 - acc: 0.9948


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- ETA: 6s - loss: 0.0176 - acc: 0.9946


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- ETA: 5s - loss: 0.0170 - acc: 0.9949


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- ETA: 5s - loss: 0.0173 - acc: 0.9948


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- ETA: 5s - loss: 0.0188 - acc: 0.9943


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- ETA: 5s - loss: 0.0181 - acc: 0.9945


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- ETA: 4s - loss: 0.0180 - acc: 0.9944


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- ETA: 4s - loss: 0.0177 - acc: 0.9947


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- ETA: 4s - loss: 0.0188 - acc: 0.9943


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- ETA: 3s - loss: 0.0190 - acc: 0.9939


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- ETA: 3s - loss: 0.0196 - acc: 0.9938


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- ETA: 3s - loss: 0.0192 - acc: 0.9940


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- ETA: 2s - loss: 0.0197 - acc: 0.9937


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- ETA: 2s - loss: 0.0192 - acc: 0.9939


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- ETA: 2s - loss: 0.0187 - acc: 0.9941


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- ETA: 1s - loss: 0.0190 - acc: 0.9941


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- ETA: 1s - loss: 0.0185 - acc: 0.9942


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- ETA: 1s - loss: 0.0186 - acc: 0.9942


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- ETA: 0s - loss: 0.0181 - acc: 0.9943


37/39 [===========================>..]

- ETA: 0s - loss: 0.0184 - acc: 0.9941


38/39 [============================>.]

- ETA: 0s - loss: 0.0187 - acc: 0.9938

128/878 [===>..........................]

- ETA: 0s - loss: 0.4762 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.5612 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.6105 - acc: 0.8958


512/878 [================>.............]

- ETA: 0s - loss: 0.6309 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.6258 - acc: 0.8953


768/878 [=========================>....]

- ETA: 0s - loss: 0.6166 - acc: 0.8971


878/878 [==============================]

- 1s 611us/sample - loss: 0.5872 - acc: 0.8998



39/39 [==============================]

- 13s 345ms/step - loss: 0.0185 - acc: 0.9940 - val_loss: 0.5836 - val_acc: 0.8998


Epoch 76/100

1/39 [..............................]

- ETA: 5s - loss: 0.0165 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0104 - acc: 0.9961


3/39 [=>............................]

- ETA: 7s - loss: 0.0157 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0148 - acc: 0.9961


5/39 [==>...........................]

- ETA: 8s - loss: 0.0146 - acc: 0.9953


6/39 [===>..........................]

- ETA: 8s - loss: 0.0125 - acc: 0.9961


7/39 [====>.........................]

- ETA: 8s - loss: 0.0111 - acc: 0.9967


8/39 [=====>........................]

- ETA: 8s - loss: 0.0123 - acc: 0.9951


9/39 [=====>........................]

- ETA: 8s - loss: 0.0116 - acc: 0.9957


10/39 [======>.......................]

- ETA: 8s - loss: 0.0119 - acc: 0.9953


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- ETA: 8s - loss: 0.0122 - acc: 0.9950


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- ETA: 7s - loss: 0.0120 - acc: 0.9947


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- ETA: 7s - loss: 0.0116 - acc: 0.9951


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- ETA: 7s - loss: 0.0113 - acc: 0.9955


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- ETA: 7s - loss: 0.0125 - acc: 0.9942


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- ETA: 7s - loss: 0.0122 - acc: 0.9946


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- ETA: 6s - loss: 0.0119 - acc: 0.9949


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- ETA: 6s - loss: 0.0117 - acc: 0.9952


19/39 [=============>................]

- ETA: 6s - loss: 0.0114 - acc: 0.9954


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- ETA: 5s - loss: 0.0110 - acc: 0.9957


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- ETA: 5s - loss: 0.0106 - acc: 0.9959


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- ETA: 5s - loss: 0.0102 - acc: 0.9961


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- ETA: 5s - loss: 0.0106 - acc: 0.9959


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- ETA: 4s - loss: 0.0105 - acc: 0.9961


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- ETA: 4s - loss: 0.0104 - acc: 0.9959


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- ETA: 4s - loss: 0.0104 - acc: 0.9961


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- ETA: 3s - loss: 0.0101 - acc: 0.9962


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- ETA: 3s - loss: 0.0102 - acc: 0.9964


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- ETA: 3s - loss: 0.0102 - acc: 0.9965


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- ETA: 2s - loss: 0.0102 - acc: 0.9963


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- ETA: 2s - loss: 0.0152 - acc: 0.9952


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- ETA: 2s - loss: 0.0156 - acc: 0.9946


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- ETA: 1s - loss: 0.0154 - acc: 0.9948


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- ETA: 1s - loss: 0.0163 - acc: 0.9942


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- ETA: 1s - loss: 0.0159 - acc: 0.9944


36/39 [==========================>...]

- ETA: 0s - loss: 0.0165 - acc: 0.9941


37/39 [===========================>..]

- ETA: 0s - loss: 0.0201 - acc: 0.9934


38/39 [============================>.]

- ETA: 0s - loss: 0.0232 - acc: 0.9926

128/878 [===>..........................]

- ETA: 0s - loss: 0.4471 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.4094 - acc: 0.8984


384/878 [============>.................]

- ETA: 0s - loss: 0.3647 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.4787 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.4476 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4323 - acc: 0.9193


878/878 [==============================]

- 1s 696us/sample - loss: 0.4125 - acc: 0.9203



39/39 [==============================]

- 13s 341ms/step - loss: 0.0240 - acc: 0.9922 - val_loss: 0.4100 - val_acc: 0.9203


Epoch 77/100

1/39 [..............................]

- ETA: 9s - loss: 0.1112 - acc: 0.9609


2/39 [>.............................]

- ETA: 8s - loss: 0.0997 - acc: 0.9609


3/39 [=>............................]

- ETA: 7s - loss: 0.0844 - acc: 0.9661


4/39 [==>...........................]

- ETA: 8s - loss: 0.0682 - acc: 0.9746


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- ETA: 8s - loss: 0.0634 - acc: 0.9766


6/39 [===>..........................]

- ETA: 8s - loss: 0.0659 - acc: 0.9740


7/39 [====>.........................]

- ETA: 9s - loss: 0.0585 - acc: 0.9766


8/39 [=====>........................]

- ETA: 9s - loss: 0.0529 - acc: 0.9795


9/39 [=====>........................]

- ETA: 9s - loss: 0.0475 - acc: 0.9818


10/39 [======>.......................]

- ETA: 8s - loss: 0.0453 - acc: 0.9828


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- ETA: 8s - loss: 0.0438 - acc: 0.9837


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- ETA: 8s - loss: 0.0509 - acc: 0.9824


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- ETA: 8s - loss: 0.0474 - acc: 0.9838


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- ETA: 8s - loss: 0.0461 - acc: 0.9844


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- ETA: 7s - loss: 0.0440 - acc: 0.9849


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- ETA: 7s - loss: 0.0435 - acc: 0.9854


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- ETA: 7s - loss: 0.0494 - acc: 0.9839


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- ETA: 6s - loss: 0.0473 - acc: 0.9848


19/39 [=============>................]

- ETA: 6s - loss: 0.0485 - acc: 0.9844


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- ETA: 6s - loss: 0.0470 - acc: 0.9848


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- ETA: 5s - loss: 0.0471 - acc: 0.9847


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- ETA: 5s - loss: 0.0460 - acc: 0.9851


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- ETA: 5s - loss: 0.0457 - acc: 0.9854


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- ETA: 5s - loss: 0.0444 - acc: 0.9860


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- ETA: 4s - loss: 0.0440 - acc: 0.9859


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- ETA: 4s - loss: 0.0432 - acc: 0.9862


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- ETA: 4s - loss: 0.0431 - acc: 0.9861


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- ETA: 3s - loss: 0.0435 - acc: 0.9858


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- ETA: 3s - loss: 0.0432 - acc: 0.9857


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- ETA: 3s - loss: 0.0452 - acc: 0.9856


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- ETA: 2s - loss: 0.0456 - acc: 0.9853


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- ETA: 2s - loss: 0.0469 - acc: 0.9845


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- ETA: 2s - loss: 0.0474 - acc: 0.9845


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- ETA: 1s - loss: 0.0466 - acc: 0.9850


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- ETA: 1s - loss: 0.0458 - acc: 0.9854


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- ETA: 1s - loss: 0.0453 - acc: 0.9854


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- ETA: 0s - loss: 0.0454 - acc: 0.9854


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- ETA: 0s - loss: 0.0455 - acc: 0.9856

128/878 [===>..........................]

- ETA: 0s - loss: 0.5358 - acc: 0.8906


256/878 [=======>......................]

- ETA: 0s - loss: 0.5876 - acc: 0.8828


384/878 [============>.................]

- ETA: 0s - loss: 0.6317 - acc: 0.8880


512/878 [================>.............]

- ETA: 0s - loss: 0.6580 - acc: 0.8945


640/878 [====================>.........]

- ETA: 0s - loss: 0.6064 - acc: 0.8922


768/878 [=========================>....]

- ETA: 0s - loss: 0.6296 - acc: 0.8880


878/878 [==============================]

- 1s 1ms/sample - loss: 0.6048 - acc: 0.8907



39/39 [==============================]

- 14s 365ms/step - loss: 0.0465 - acc: 0.9853 - val_loss: 0.6018 - val_acc: 0.8907


Epoch 78/100

1/39 [..............................]

- ETA: 6s - loss: 0.0321 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0208 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0184 - acc: 0.9974


4/39 [==>...........................]

- ETA: 5s - loss: 0.0162 - acc: 0.9980


5/39 [==>...........................]

- ETA: 6s - loss: 0.0201 - acc: 0.9969


6/39 [===>..........................]

- ETA: 7s - loss: 0.0230 - acc: 0.9961


7/39 [====>.........................]

- ETA: 7s - loss: 0.0216 - acc: 0.9967


8/39 [=====>........................]

- ETA: 7s - loss: 0.0257 - acc: 0.9951


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- ETA: 7s - loss: 0.0254 - acc: 0.9948


10/39 [======>.......................]

- ETA: 7s - loss: 0.0290 - acc: 0.9937


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- ETA: 7s - loss: 0.0293 - acc: 0.9929


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- ETA: 7s - loss: 0.0280 - acc: 0.9935


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- ETA: 7s - loss: 0.0282 - acc: 0.9928


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- ETA: 7s - loss: 0.0270 - acc: 0.9927


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- ETA: 6s - loss: 0.0260 - acc: 0.9927


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- ETA: 6s - loss: 0.0245 - acc: 0.9932


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- ETA: 6s - loss: 0.0242 - acc: 0.9936


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- ETA: 6s - loss: 0.0234 - acc: 0.9939


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- ETA: 6s - loss: 0.0248 - acc: 0.9938


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- ETA: 5s - loss: 0.0267 - acc: 0.9934


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- ETA: 5s - loss: 0.0260 - acc: 0.9937


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- ETA: 5s - loss: 0.0250 - acc: 0.9939


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- ETA: 4s - loss: 0.0244 - acc: 0.9938


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- ETA: 4s - loss: 0.0249 - acc: 0.9934


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- ETA: 4s - loss: 0.0251 - acc: 0.9934


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- ETA: 4s - loss: 0.0248 - acc: 0.9934


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- ETA: 3s - loss: 0.0245 - acc: 0.9936


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- ETA: 3s - loss: 0.0239 - acc: 0.9938


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- ETA: 3s - loss: 0.0238 - acc: 0.9935


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- ETA: 2s - loss: 0.0239 - acc: 0.9932


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- ETA: 2s - loss: 0.0235 - acc: 0.9934


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- ETA: 2s - loss: 0.0235 - acc: 0.9934


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- ETA: 1s - loss: 0.0237 - acc: 0.9933


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- ETA: 1s - loss: 0.0231 - acc: 0.9935


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- ETA: 1s - loss: 0.0225 - acc: 0.9937


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- ETA: 0s - loss: 0.0231 - acc: 0.9932


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- ETA: 0s - loss: 0.0229 - acc: 0.9932


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- ETA: 0s - loss: 0.0231 - acc: 0.9930

128/878 [===>..........................]

- ETA: 0s - loss: 0.4055 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4425 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.4843 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.5578 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.5699 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.5878 - acc: 0.9089


878/878 [==============================]

- 1s 610us/sample - loss: 0.5588 - acc: 0.9123



39/39 [==============================]

- 13s 334ms/step - loss: 0.0232 - acc: 0.9930 - val_loss: 0.5552 - val_acc: 0.9123


Epoch 79/100

1/39 [..............................]

- ETA: 6s - loss: 0.0019 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0186 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0148 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0138 - acc: 0.9941


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- ETA: 9s - loss: 0.0135 - acc: 0.9937


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- ETA: 9s - loss: 0.0164 - acc: 0.9935


7/39 [====>.........................]

- ETA: 9s - loss: 0.0190 - acc: 0.9922


8/39 [=====>........................]

- ETA: 9s - loss: 0.0178 - acc: 0.9932


9/39 [=====>........................]

- ETA: 9s - loss: 0.0174 - acc: 0.9939


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- ETA: 8s - loss: 0.0162 - acc: 0.9945


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- ETA: 8s - loss: 0.0155 - acc: 0.9950


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- ETA: 8s - loss: 0.0156 - acc: 0.9954


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- ETA: 8s - loss: 0.0209 - acc: 0.9940


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- ETA: 8s - loss: 0.0286 - acc: 0.9922


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- ETA: 7s - loss: 0.0282 - acc: 0.9917


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- ETA: 7s - loss: 0.0281 - acc: 0.9917


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- ETA: 7s - loss: 0.0344 - acc: 0.9913


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- ETA: 6s - loss: 0.0373 - acc: 0.9900


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- ETA: 6s - loss: 0.0359 - acc: 0.9905


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- ETA: 6s - loss: 0.0356 - acc: 0.9906


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- ETA: 5s - loss: 0.0346 - acc: 0.9910


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- ETA: 5s - loss: 0.0360 - acc: 0.9903


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- ETA: 5s - loss: 0.0388 - acc: 0.9897


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- ETA: 5s - loss: 0.0422 - acc: 0.9885


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- ETA: 4s - loss: 0.0415 - acc: 0.9887


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- ETA: 4s - loss: 0.0407 - acc: 0.9888


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- ETA: 4s - loss: 0.0403 - acc: 0.9889


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- ETA: 3s - loss: 0.0420 - acc: 0.9879


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- ETA: 3s - loss: 0.0415 - acc: 0.9878


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- ETA: 3s - loss: 0.0450 - acc: 0.9874


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- ETA: 2s - loss: 0.0439 - acc: 0.9878


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- ETA: 2s - loss: 0.0451 - acc: 0.9872


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- ETA: 2s - loss: 0.0445 - acc: 0.9876


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- ETA: 1s - loss: 0.0443 - acc: 0.9875


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- ETA: 1s - loss: 0.0435 - acc: 0.9877


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- ETA: 1s - loss: 0.0459 - acc: 0.9869


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- ETA: 0s - loss: 0.0469 - acc: 0.9869


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- ETA: 0s - loss: 0.0474 - acc: 0.9868

128/878 [===>..........................]

- ETA: 0s - loss: 0.5174 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4853 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5243 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.5184 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5189 - acc: 0.9078


768/878 [=========================>....]

- ETA: 0s - loss: 0.5140 - acc: 0.9062


878/878 [==============================]

- 1s 619us/sample - loss: 0.4804 - acc: 0.9089



39/39 [==============================]

- 14s 357ms/step - loss: 0.0471 - acc: 0.9867 - val_loss: 0.4763 - val_acc: 0.9089


Epoch 80/100

1/39 [..............................]

- ETA: 5s - loss: 0.0093 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0121 - acc: 1.0000


3/39 [=>............................]

- ETA: 7s - loss: 0.0200 - acc: 0.9974


4/39 [==>...........................]

- ETA: 8s - loss: 0.0252 - acc: 0.9961


5/39 [==>...........................]

- ETA: 9s - loss: 0.0234 - acc: 0.9969


6/39 [===>..........................]

- ETA: 9s - loss: 0.0288 - acc: 0.9948


7/39 [====>.........................]

- ETA: 9s - loss: 0.0279 - acc: 0.9944


8/39 [=====>........................]

- ETA: 9s - loss: 0.0270 - acc: 0.9941


9/39 [=====>........................]

- ETA: 9s - loss: 0.0290 - acc: 0.9931


10/39 [======>.......................]

- ETA: 9s - loss: 0.0271 - acc: 0.9937


11/39 [=======>......................]

- ETA: 8s - loss: 0.0260 - acc: 0.9936


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- ETA: 8s - loss: 0.0258 - acc: 0.9928


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- ETA: 8s - loss: 0.0262 - acc: 0.9928


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- ETA: 7s - loss: 0.0252 - acc: 0.9927


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- ETA: 7s - loss: 0.0257 - acc: 0.9927


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- ETA: 7s - loss: 0.0243 - acc: 0.9932


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- ETA: 7s - loss: 0.0236 - acc: 0.9936


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- ETA: 6s - loss: 0.0241 - acc: 0.9935


19/39 [=============>................]

- ETA: 6s - loss: 0.0247 - acc: 0.9934


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- ETA: 6s - loss: 0.0236 - acc: 0.9937


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- ETA: 5s - loss: 0.0228 - acc: 0.9940


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- ETA: 5s - loss: 0.0225 - acc: 0.9940


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- ETA: 5s - loss: 0.0218 - acc: 0.9942


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- ETA: 4s - loss: 0.0216 - acc: 0.9945


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- ETA: 4s - loss: 0.0209 - acc: 0.9947


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- ETA: 4s - loss: 0.0215 - acc: 0.9943


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- ETA: 3s - loss: 0.0215 - acc: 0.9945


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- ETA: 3s - loss: 0.0217 - acc: 0.9941


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- ETA: 3s - loss: 0.0221 - acc: 0.9938


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- ETA: 2s - loss: 0.0217 - acc: 0.9940


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- ETA: 2s - loss: 0.0256 - acc: 0.9937


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- ETA: 2s - loss: 0.0264 - acc: 0.9936


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- ETA: 1s - loss: 0.0257 - acc: 0.9938


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- ETA: 1s - loss: 0.0258 - acc: 0.9938


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- ETA: 1s - loss: 0.0262 - acc: 0.9935


36/39 [==========================>...]

- ETA: 0s - loss: 0.0269 - acc: 0.9928


37/39 [===========================>..]

- ETA: 0s - loss: 0.0274 - acc: 0.9924


38/39 [============================>.]

- ETA: 0s - loss: 0.0284 - acc: 0.9917

128/878 [===>..........................]

- ETA: 0s - loss: 0.4874 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4833 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4509 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5449 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.5404 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.5383 - acc: 0.9128


878/878 [==============================]

- 1s 641us/sample - loss: 0.5107 - acc: 0.9112



39/39 [==============================]

- 13s 345ms/step - loss: 0.0289 - acc: 0.9916 - val_loss: 0.5073 - val_acc: 0.9112


Epoch 81/100

1/39 [..............................]

- ETA: 6s - loss: 0.1126 - acc: 0.9688


2/39 [>.............................]

- ETA: 6s - loss: 0.0642 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0559 - acc: 0.9818


4/39 [==>...........................]

- ETA: 8s - loss: 0.0500 - acc: 0.9824


5/39 [==>...........................]

- ETA: 8s - loss: 0.0470 - acc: 0.9812


6/39 [===>..........................]

- ETA: 9s - loss: 0.0421 - acc: 0.9831


7/39 [====>.........................]

- ETA: 9s - loss: 0.0393 - acc: 0.9844


8/39 [=====>........................]

- ETA: 9s - loss: 0.0367 - acc: 0.9863


9/39 [=====>........................]

- ETA: 9s - loss: 0.0369 - acc: 0.9870


10/39 [======>.......................]

- ETA: 9s - loss: 0.0383 - acc: 0.9875


11/39 [=======>......................]

- ETA: 8s - loss: 0.0362 - acc: 0.9886


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- ETA: 8s - loss: 0.0349 - acc: 0.9883


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- ETA: 8s - loss: 0.0335 - acc: 0.9886


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- ETA: 8s - loss: 0.0327 - acc: 0.9894


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- ETA: 8s - loss: 0.0348 - acc: 0.9885


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- ETA: 7s - loss: 0.0344 - acc: 0.9888


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- ETA: 7s - loss: 0.0344 - acc: 0.9885


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- ETA: 7s - loss: 0.0341 - acc: 0.9887


19/39 [=============>................]

- ETA: 6s - loss: 0.0330 - acc: 0.9893


20/39 [==============>...............]

- ETA: 6s - loss: 0.0317 - acc: 0.9898


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- ETA: 6s - loss: 0.0322 - acc: 0.9892


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- ETA: 5s - loss: 0.0313 - acc: 0.9893


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- ETA: 5s - loss: 0.0302 - acc: 0.9898


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- ETA: 5s - loss: 0.0296 - acc: 0.9899


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- ETA: 4s - loss: 0.0296 - acc: 0.9897


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- ETA: 4s - loss: 0.0290 - acc: 0.9898


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- ETA: 4s - loss: 0.0286 - acc: 0.9902


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- ETA: 3s - loss: 0.0287 - acc: 0.9902


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- ETA: 3s - loss: 0.0287 - acc: 0.9900


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- ETA: 3s - loss: 0.0281 - acc: 0.9904


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- ETA: 2s - loss: 0.0279 - acc: 0.9902


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- ETA: 2s - loss: 0.0292 - acc: 0.9897


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- ETA: 2s - loss: 0.0285 - acc: 0.9901


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- ETA: 1s - loss: 0.0277 - acc: 0.9903


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- ETA: 1s - loss: 0.0271 - acc: 0.9906


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- ETA: 1s - loss: 0.0267 - acc: 0.9909


37/39 [===========================>..]

- ETA: 0s - loss: 0.0265 - acc: 0.9909


38/39 [============================>.]

- ETA: 0s - loss: 0.0263 - acc: 0.9909

128/878 [===>..........................]

- ETA: 0s - loss: 0.3426 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4247 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4569 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5585 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.5483 - acc: 0.9141


768/878 [=========================>....]

- ETA: 0s - loss: 0.5675 - acc: 0.9115


878/878 [==============================]

- 1s 610us/sample - loss: 0.5469 - acc: 0.9112



39/39 [==============================]

- 14s 360ms/step - loss: 0.0258 - acc: 0.9912 - val_loss: 0.5444 - val_acc: 0.9112


Epoch 82/100

1/39 [..............................]

- ETA: 26s - loss: 0.0134 - acc: 0.9922


2/39 [>.............................]

- ETA: 24s - loss: 0.0338 - acc: 0.9922


3/39 [=>............................]

- ETA: 18s - loss: 0.0430 - acc: 0.9896


4/39 [==>...........................]

- ETA: 14s - loss: 0.0349 - acc: 0.9922


5/39 [==>...........................]

- ETA: 12s - loss: 0.0305 - acc: 0.9937


6/39 [===>..........................]

- ETA: 11s - loss: 0.0332 - acc: 0.9909


7/39 [====>.........................]

- ETA: 10s - loss: 0.0353 - acc: 0.9900


8/39 [=====>........................]

- ETA: 9s - loss: 0.0313 - acc: 0.9912


9/39 [=====>........................]

- ETA: 8s - loss: 0.0297 - acc: 0.9913


10/39 [======>.......................]

- ETA: 8s - loss: 0.0282 - acc: 0.9922


11/39 [=======>......................]

- ETA: 8s - loss: 0.0276 - acc: 0.9929


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- ETA: 8s - loss: 0.0292 - acc: 0.9915


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- ETA: 8s - loss: 0.0280 - acc: 0.9916


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- ETA: 7s - loss: 0.0265 - acc: 0.9922


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- ETA: 7s - loss: 0.0250 - acc: 0.9927


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- ETA: 7s - loss: 0.0237 - acc: 0.9932


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- ETA: 7s - loss: 0.0272 - acc: 0.9926


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- ETA: 6s - loss: 0.0270 - acc: 0.9922


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- ETA: 6s - loss: 0.0264 - acc: 0.9926


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- ETA: 6s - loss: 0.0256 - acc: 0.9930


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- ETA: 5s - loss: 0.0250 - acc: 0.9929


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- ETA: 5s - loss: 0.0268 - acc: 0.9925


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- ETA: 5s - loss: 0.0268 - acc: 0.9921


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- ETA: 4s - loss: 0.0270 - acc: 0.9921


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- ETA: 4s - loss: 0.0310 - acc: 0.9909


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- ETA: 4s - loss: 0.0302 - acc: 0.9912


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- ETA: 3s - loss: 0.0316 - acc: 0.9901


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- ETA: 3s - loss: 0.0305 - acc: 0.9905


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- ETA: 3s - loss: 0.0297 - acc: 0.9908


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- ETA: 2s - loss: 0.0293 - acc: 0.9908


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- ETA: 2s - loss: 0.0294 - acc: 0.9909


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- ETA: 2s - loss: 0.0312 - acc: 0.9904


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- ETA: 1s - loss: 0.0309 - acc: 0.9905


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- ETA: 1s - loss: 0.0325 - acc: 0.9901


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- ETA: 1s - loss: 0.0320 - acc: 0.9904


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- ETA: 0s - loss: 0.0315 - acc: 0.9904


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- ETA: 0s - loss: 0.0320 - acc: 0.9902


38/39 [============================>.]

- ETA: 0s - loss: 0.0347 - acc: 0.9895

128/878 [===>..........................]

- ETA: 0s - loss: 0.3231 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.3658 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.3279 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.3961 - acc: 0.9199


640/878 [====================>.........]

- ETA: 0s - loss: 0.3904 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.4236 - acc: 0.9115


878/878 [==============================]

- 1s 647us/sample - loss: 0.4105 - acc: 0.9112



39/39 [==============================]

- 13s 343ms/step - loss: 0.0354 - acc: 0.9891 - val_loss: 0.4089 - val_acc: 0.9112


Epoch 83/100

1/39 [..............................]

- ETA: 5s - loss: 0.0578 - acc: 0.9688


2/39 [>.............................]

- ETA: 6s - loss: 0.0465 - acc: 0.9766


3/39 [=>............................]

- ETA: 9s - loss: 0.0372 - acc: 0.9792


4/39 [==>...........................]

- ETA: 9s - loss: 0.0340 - acc: 0.9824


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- ETA: 9s - loss: 0.0380 - acc: 0.9828


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- ETA: 9s - loss: 0.0430 - acc: 0.9844


7/39 [====>.........................]

- ETA: 9s - loss: 0.0395 - acc: 0.9855


8/39 [=====>........................]

- ETA: 9s - loss: 0.0368 - acc: 0.9863


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- ETA: 9s - loss: 0.0411 - acc: 0.9844


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- ETA: 9s - loss: 0.0372 - acc: 0.9859


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- ETA: 9s - loss: 0.0357 - acc: 0.9858


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- ETA: 8s - loss: 0.0339 - acc: 0.9863


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- ETA: 8s - loss: 0.0343 - acc: 0.9868


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- ETA: 8s - loss: 0.0329 - acc: 0.9872


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- ETA: 7s - loss: 0.0314 - acc: 0.9875


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- ETA: 7s - loss: 0.0309 - acc: 0.9878


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- ETA: 7s - loss: 0.0296 - acc: 0.9885


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- ETA: 6s - loss: 0.0286 - acc: 0.9891


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- ETA: 6s - loss: 0.0280 - acc: 0.9893


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- ETA: 6s - loss: 0.0271 - acc: 0.9898


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- ETA: 6s - loss: 0.0259 - acc: 0.9903


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- ETA: 5s - loss: 0.0249 - acc: 0.9908


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- ETA: 5s - loss: 0.0261 - acc: 0.9908


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- ETA: 5s - loss: 0.0255 - acc: 0.9909


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- ETA: 4s - loss: 0.0249 - acc: 0.9912


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- ETA: 4s - loss: 0.0243 - acc: 0.9913


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- ETA: 4s - loss: 0.0245 - acc: 0.9913


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- ETA: 3s - loss: 0.0238 - acc: 0.9916


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- ETA: 3s - loss: 0.0231 - acc: 0.9919


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- ETA: 3s - loss: 0.0228 - acc: 0.9919


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- ETA: 2s - loss: 0.0258 - acc: 0.9912


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- ETA: 2s - loss: 0.0265 - acc: 0.9912


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- ETA: 2s - loss: 0.0258 - acc: 0.9915


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- ETA: 1s - loss: 0.0252 - acc: 0.9917


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- ETA: 1s - loss: 0.0254 - acc: 0.9915


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- ETA: 1s - loss: 0.0258 - acc: 0.9913


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- ETA: 0s - loss: 0.0268 - acc: 0.9911


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- ETA: 0s - loss: 0.0270 - acc: 0.9911

128/878 [===>..........................]

- ETA: 0s - loss: 0.3906 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4834 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.5513 - acc: 0.9141


512/878 [================>.............]

- ETA: 0s - loss: 0.5968 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5823 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.6178 - acc: 0.9023


878/878 [==============================]

- 1s 664us/sample - loss: 0.5912 - acc: 0.9032



39/39 [==============================]

- 14s 360ms/step - loss: 0.0273 - acc: 0.9912 - val_loss: 0.5879 - val_acc: 0.9032


Epoch 84/100

1/39 [..............................]

- ETA: 5s - loss: 0.0080 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0056 - acc: 1.0000


3/39 [=>............................]

- ETA: 8s - loss: 0.0186 - acc: 0.9948


4/39 [==>...........................]

- ETA: 8s - loss: 0.0171 - acc: 0.9941


5/39 [==>...........................]

- ETA: 9s - loss: 0.0187 - acc: 0.9922


6/39 [===>..........................]

- ETA: 9s - loss: 0.0157 - acc: 0.9935


7/39 [====>.........................]

- ETA: 9s - loss: 0.0154 - acc: 0.9944


8/39 [=====>........................]

- ETA: 9s - loss: 0.0141 - acc: 0.9951


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- ETA: 8s - loss: 0.0181 - acc: 0.9939


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- ETA: 8s - loss: 0.0214 - acc: 0.9922


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- ETA: 8s - loss: 0.0225 - acc: 0.9922


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- ETA: 8s - loss: 0.0214 - acc: 0.9928


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- ETA: 8s - loss: 0.0224 - acc: 0.9928


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- ETA: 7s - loss: 0.0212 - acc: 0.9933


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- ETA: 7s - loss: 0.0208 - acc: 0.9932


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- ETA: 7s - loss: 0.0197 - acc: 0.9937


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- ETA: 7s - loss: 0.0199 - acc: 0.9936


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- ETA: 6s - loss: 0.0190 - acc: 0.9939


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- ETA: 6s - loss: 0.0198 - acc: 0.9938


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- ETA: 6s - loss: 0.0213 - acc: 0.9930


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- ETA: 5s - loss: 0.0222 - acc: 0.9929


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- ETA: 5s - loss: 0.0214 - acc: 0.9933


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- ETA: 5s - loss: 0.0224 - acc: 0.9925


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- ETA: 4s - loss: 0.0220 - acc: 0.9925


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- ETA: 4s - loss: 0.0218 - acc: 0.9928


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- ETA: 4s - loss: 0.0218 - acc: 0.9928


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- ETA: 3s - loss: 0.0216 - acc: 0.9928


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- ETA: 3s - loss: 0.0213 - acc: 0.9927


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- ETA: 3s - loss: 0.0219 - acc: 0.9925


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- ETA: 2s - loss: 0.0218 - acc: 0.9924


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- ETA: 2s - loss: 0.0214 - acc: 0.9927


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- ETA: 2s - loss: 0.0210 - acc: 0.9929


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- ETA: 1s - loss: 0.0207 - acc: 0.9931


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- ETA: 1s - loss: 0.0201 - acc: 0.9933


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- ETA: 1s - loss: 0.0200 - acc: 0.9933


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- ETA: 0s - loss: 0.0198 - acc: 0.9935


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- ETA: 0s - loss: 0.0193 - acc: 0.9937


38/39 [============================>.]

- ETA: 0s - loss: 0.0208 - acc: 0.9930

109/878 [==>...........................]

- ETA: 0s - loss: 0.6014 - acc: 0.8899


218/878 [======>.......................]

- ETA: 0s - loss: 0.4920 - acc: 0.9083


327/878 [==========>...................]

- ETA: 0s - loss: 0.5008 - acc: 0.9113


436/878 [=============>................]

- ETA: 0s - loss: 0.5545 - acc: 0.9106


545/878 [=================>............]

- ETA: 0s - loss: 0.5290 - acc: 0.9156


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- ETA: 0s - loss: 0.5046 - acc: 0.9205


763/878 [=========================>....]

- ETA: 0s - loss: 0.5300 - acc: 0.9148


872/878 [============================>.]

- ETA: 0s - loss: 0.4986 - acc: 0.9151


878/878 [==============================]

- 1s 635us/sample - loss: 0.4951 - acc: 0.9157



39/39 [==============================]

- 13s 343ms/step - loss: 0.0203 - acc: 0.9932 - val_loss: 0.4478 - val_acc: 0.9157


Epoch 85/100

1/39 [..............................]

- ETA: 5s - loss: 0.0196 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0126 - acc: 0.9961


3/39 [=>............................]

- ETA: 6s - loss: 0.0085 - acc: 0.9973


4/39 [==>...........................]

- ETA: 8s - loss: 0.0117 - acc: 0.9959


5/39 [==>...........................]

- ETA: 8s - loss: 0.0138 - acc: 0.9952


6/39 [===>..........................]

- ETA: 9s - loss: 0.0158 - acc: 0.9933


7/39 [====>.........................]

- ETA: 9s - loss: 0.0141 - acc: 0.9943


8/39 [=====>........................]

- ETA: 9s - loss: 0.0128 - acc: 0.9950


9/39 [=====>........................]

- ETA: 8s - loss: 0.0119 - acc: 0.9956


10/39 [======>.......................]

- ETA: 8s - loss: 0.0109 - acc: 0.9960


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- ETA: 8s - loss: 0.0106 - acc: 0.9964


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- ETA: 8s - loss: 0.0104 - acc: 0.9967


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- ETA: 8s - loss: 0.0104 - acc: 0.9964


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- ETA: 7s - loss: 0.0098 - acc: 0.9966


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- ETA: 7s - loss: 0.0095 - acc: 0.9968


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- ETA: 7s - loss: 0.0096 - acc: 0.9966


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- ETA: 7s - loss: 0.0090 - acc: 0.9968


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- ETA: 6s - loss: 0.0100 - acc: 0.9956


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- ETA: 6s - loss: 0.0099 - acc: 0.9959


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- ETA: 6s - loss: 0.0102 - acc: 0.9957


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- ETA: 5s - loss: 0.0104 - acc: 0.9955


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- ETA: 5s - loss: 0.0106 - acc: 0.9954


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- ETA: 5s - loss: 0.0103 - acc: 0.9956


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- ETA: 4s - loss: 0.0105 - acc: 0.9954


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- ETA: 4s - loss: 0.0103 - acc: 0.9956


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- ETA: 4s - loss: 0.0104 - acc: 0.9955


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- ETA: 4s - loss: 0.0102 - acc: 0.9956


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- ETA: 3s - loss: 0.0104 - acc: 0.9958


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- ETA: 3s - loss: 0.0102 - acc: 0.9959


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- ETA: 3s - loss: 0.0101 - acc: 0.9961


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- ETA: 2s - loss: 0.0099 - acc: 0.9962


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- ETA: 2s - loss: 0.0098 - acc: 0.9963


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- ETA: 2s - loss: 0.0099 - acc: 0.9962


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- ETA: 1s - loss: 0.0099 - acc: 0.9963


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- ETA: 1s - loss: 0.0101 - acc: 0.9962


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- ETA: 1s - loss: 0.0103 - acc: 0.9961


37/39 [===========================>..]

- ETA: 0s - loss: 0.0103 - acc: 0.9960


38/39 [============================>.]

- ETA: 0s - loss: 0.0102 - acc: 0.9961

128/878 [===>..........................]

- ETA: 0s - loss: 0.3919 - acc: 0.9297


256/878 [=======>......................]

- ETA: 0s - loss: 0.4174 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.3948 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.4541 - acc: 0.9258


640/878 [====================>.........]

- ETA: 0s - loss: 0.4503 - acc: 0.9250


768/878 [=========================>....]

- ETA: 0s - loss: 0.4874 - acc: 0.9258


878/878 [==============================]

- 1s 637us/sample - loss: 0.4736 - acc: 0.9248



39/39 [==============================]

- 14s 359ms/step - loss: 0.0100 - acc: 0.9962 - val_loss: 0.4719 - val_acc: 0.9248


Epoch 86/100

1/39 [..............................]

- ETA: 6s - loss: 0.0082 - acc: 0.9922


2/39 [>.............................]

- ETA: 7s - loss: 0.0208 - acc: 0.9922


3/39 [=>............................]

- ETA: 8s - loss: 0.0225 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0196 - acc: 0.9941


5/39 [==>...........................]

- ETA: 9s - loss: 0.0171 - acc: 0.9953


6/39 [===>..........................]

- ETA: 9s - loss: 0.0152 - acc: 0.9961


7/39 [====>.........................]

- ETA: 9s - loss: 0.0163 - acc: 0.9955


8/39 [=====>........................]

- ETA: 9s - loss: 0.0152 - acc: 0.9961


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- ETA: 8s - loss: 0.0149 - acc: 0.9957


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- ETA: 8s - loss: 0.0155 - acc: 0.9945


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- ETA: 8s - loss: 0.0151 - acc: 0.9950


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- ETA: 8s - loss: 0.0155 - acc: 0.9947


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- ETA: 7s - loss: 0.0165 - acc: 0.9939


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- ETA: 7s - loss: 0.0157 - acc: 0.9944


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- ETA: 7s - loss: 0.0158 - acc: 0.9937


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- ETA: 7s - loss: 0.0151 - acc: 0.9941


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- ETA: 6s - loss: 0.0145 - acc: 0.9944


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- ETA: 6s - loss: 0.0145 - acc: 0.9943


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- ETA: 6s - loss: 0.0152 - acc: 0.9934


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- ETA: 5s - loss: 0.0145 - acc: 0.9937


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- ETA: 5s - loss: 0.0140 - acc: 0.9940


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- ETA: 5s - loss: 0.0137 - acc: 0.9943


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- ETA: 5s - loss: 0.0133 - acc: 0.9945


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- ETA: 4s - loss: 0.0134 - acc: 0.9948


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- ETA: 4s - loss: 0.0130 - acc: 0.9950


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- ETA: 4s - loss: 0.0130 - acc: 0.9949


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- ETA: 3s - loss: 0.0126 - acc: 0.9951


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- ETA: 3s - loss: 0.0123 - acc: 0.9952


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- ETA: 3s - loss: 0.0122 - acc: 0.9951


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- ETA: 2s - loss: 0.0118 - acc: 0.9953


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- ETA: 2s - loss: 0.0118 - acc: 0.9952


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- ETA: 2s - loss: 0.0116 - acc: 0.9953


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- ETA: 1s - loss: 0.0118 - acc: 0.9952


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- ETA: 1s - loss: 0.0115 - acc: 0.9954


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- ETA: 1s - loss: 0.0113 - acc: 0.9955


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- ETA: 0s - loss: 0.0111 - acc: 0.9956


37/39 [===========================>..]

- ETA: 0s - loss: 0.0110 - acc: 0.9955


38/39 [============================>.]

- ETA: 0s - loss: 0.0123 - acc: 0.9950

128/878 [===>..........................]

- ETA: 0s - loss: 0.8033 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.8331 - acc: 0.8867


384/878 [============>.................]

- ETA: 0s - loss: 0.8133 - acc: 0.8932


512/878 [================>.............]

- ETA: 0s - loss: 0.8187 - acc: 0.8984


640/878 [====================>.........]

- ETA: 0s - loss: 0.8158 - acc: 0.8922


768/878 [=========================>....]

- ETA: 0s - loss: 0.8108 - acc: 0.8893


878/878 [==============================]

- 1s 612us/sample - loss: 0.7716 - acc: 0.8907



39/39 [==============================]

- 13s 340ms/step - loss: 0.0120 - acc: 0.9952 - val_loss: 0.7667 - val_acc: 0.8907


Epoch 87/100

1/39 [..............................]

- ETA: 5s - loss: 0.0025 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0018 - acc: 1.0000


3/39 [=>............................]

- ETA: 7s - loss: 0.0017 - acc: 1.0000


4/39 [==>...........................]

- ETA: 8s - loss: 0.0026 - acc: 1.0000


5/39 [==>...........................]

- ETA: 8s - loss: 0.0200 - acc: 0.9937


6/39 [===>..........................]

- ETA: 9s - loss: 0.0223 - acc: 0.9935


7/39 [====>.........................]

- ETA: 9s - loss: 0.0194 - acc: 0.9944


8/39 [=====>........................]

- ETA: 9s - loss: 0.0173 - acc: 0.9951


9/39 [=====>........................]

- ETA: 8s - loss: 0.0200 - acc: 0.9939


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- ETA: 8s - loss: 0.0215 - acc: 0.9930


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- ETA: 8s - loss: 0.0209 - acc: 0.9929


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- ETA: 8s - loss: 0.0224 - acc: 0.9922


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- ETA: 8s - loss: 0.0209 - acc: 0.9928


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- ETA: 7s - loss: 0.0207 - acc: 0.9927


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- ETA: 7s - loss: 0.0210 - acc: 0.9927


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- ETA: 7s - loss: 0.0229 - acc: 0.9927


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- ETA: 7s - loss: 0.0219 - acc: 0.9931


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- ETA: 6s - loss: 0.0220 - acc: 0.9926


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- ETA: 6s - loss: 0.0245 - acc: 0.9910


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- ETA: 6s - loss: 0.0237 - acc: 0.9910


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- ETA: 5s - loss: 0.0227 - acc: 0.9914


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- ETA: 5s - loss: 0.0220 - acc: 0.9918


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- ETA: 5s - loss: 0.0222 - acc: 0.9915


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- ETA: 4s - loss: 0.0216 - acc: 0.9918


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- ETA: 4s - loss: 0.0240 - acc: 0.9912


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- ETA: 4s - loss: 0.0271 - acc: 0.9903


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- ETA: 3s - loss: 0.0267 - acc: 0.9904


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- ETA: 3s - loss: 0.0262 - acc: 0.9905


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- ETA: 3s - loss: 0.0281 - acc: 0.9905


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- ETA: 2s - loss: 0.0351 - acc: 0.9895


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- ETA: 2s - loss: 0.0357 - acc: 0.9891


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- ETA: 2s - loss: 0.0367 - acc: 0.9890


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- ETA: 1s - loss: 0.0374 - acc: 0.9888


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- ETA: 1s - loss: 0.0375 - acc: 0.9887


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- ETA: 1s - loss: 0.0428 - acc: 0.9881


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- ETA: 1s - loss: 0.0453 - acc: 0.9871


37/39 [===========================>..]

- ETA: 0s - loss: 0.0449 - acc: 0.9873


38/39 [============================>.]

- ETA: 0s - loss: 0.0470 - acc: 0.9870

128/878 [===>..........................]

- ETA: 0s - loss: 0.6696 - acc: 0.8828


256/878 [=======>......................]

- ETA: 0s - loss: 0.6525 - acc: 0.8828


384/878 [============>.................]

- ETA: 0s - loss: 0.6906 - acc: 0.8802


512/878 [================>.............]

- ETA: 0s - loss: 0.6899 - acc: 0.8848


640/878 [====================>.........]

- ETA: 0s - loss: 0.7129 - acc: 0.8813


768/878 [=========================>....]

- ETA: 0s - loss: 0.7253 - acc: 0.8776


878/878 [==============================]

- 1s 643us/sample - loss: 0.7167 - acc: 0.8759



39/39 [==============================]

- 14s 351ms/step - loss: 0.0499 - acc: 0.9863 - val_loss: 0.7156 - val_acc: 0.8759


Epoch 88/100

1/39 [..............................]

- ETA: 5s - loss: 0.0882 - acc: 0.9844


2/39 [>.............................]

- ETA: 5s - loss: 0.0871 - acc: 0.9805


3/39 [=>............................]

- ETA: 7s - loss: 0.0649 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0824 - acc: 0.9844


5/39 [==>...........................]

- ETA: 8s - loss: 0.0712 - acc: 0.9859


6/39 [===>..........................]

- ETA: 8s - loss: 0.0683 - acc: 0.9857


7/39 [====>.........................]

- ETA: 8s - loss: 0.0708 - acc: 0.9855


8/39 [=====>........................]

- ETA: 8s - loss: 0.0646 - acc: 0.9861


9/39 [=====>........................]

- ETA: 8s - loss: 0.0603 - acc: 0.9868


10/39 [======>.......................]

- ETA: 8s - loss: 0.0573 - acc: 0.9865


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- ETA: 8s - loss: 0.0541 - acc: 0.9878


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- ETA: 8s - loss: 0.0547 - acc: 0.9875


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- ETA: 7s - loss: 0.0524 - acc: 0.9878


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- ETA: 7s - loss: 0.0503 - acc: 0.9870


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- ETA: 7s - loss: 0.0517 - acc: 0.9868


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- ETA: 7s - loss: 0.0566 - acc: 0.9857


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- ETA: 6s - loss: 0.0569 - acc: 0.9852


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- ETA: 6s - loss: 0.0569 - acc: 0.9851


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- ETA: 6s - loss: 0.0547 - acc: 0.9859


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- ETA: 6s - loss: 0.0536 - acc: 0.9862


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- ETA: 5s - loss: 0.0517 - acc: 0.9869


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- ETA: 5s - loss: 0.0518 - acc: 0.9871


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- ETA: 5s - loss: 0.0505 - acc: 0.9870


24/39 [=================>............]

- ETA: 4s - loss: 0.0494 - acc: 0.9872


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- ETA: 4s - loss: 0.0486 - acc: 0.9868


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- ETA: 4s - loss: 0.0478 - acc: 0.9867


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- ETA: 3s - loss: 0.0463 - acc: 0.9872


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- ETA: 3s - loss: 0.0472 - acc: 0.9868


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- ETA: 3s - loss: 0.0472 - acc: 0.9865


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- ETA: 2s - loss: 0.0474 - acc: 0.9861


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- ETA: 2s - loss: 0.0461 - acc: 0.9866


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- ETA: 2s - loss: 0.0456 - acc: 0.9865


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- ETA: 1s - loss: 0.0446 - acc: 0.9869


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- ETA: 1s - loss: 0.0436 - acc: 0.9873


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- ETA: 1s - loss: 0.0428 - acc: 0.9877


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- ETA: 0s - loss: 0.0435 - acc: 0.9876


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- ETA: 0s - loss: 0.0435 - acc: 0.9875


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- ETA: 0s - loss: 0.0453 - acc: 0.9866

128/878 [===>..........................]

- ETA: 0s - loss: 0.5612 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.5087 - acc: 0.8867


384/878 [============>.................]

- ETA: 0s - loss: 0.4965 - acc: 0.8880


512/878 [================>.............]

- ETA: 0s - loss: 0.5330 - acc: 0.8926


640/878 [====================>.........]

- ETA: 0s - loss: 0.5192 - acc: 0.8938


768/878 [=========================>....]

- ETA: 0s - loss: 0.5463 - acc: 0.8919


878/878 [==============================]

- 1s 616us/sample - loss: 0.5134 - acc: 0.8952



39/39 [==============================]

- 13s 344ms/step - loss: 0.0460 - acc: 0.9861 - val_loss: 0.5093 - val_acc: 0.8952


Epoch 89/100

1/39 [..............................]

- ETA: 5s - loss: 0.0055 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0154 - acc: 0.9922


3/39 [=>............................]

- ETA: 8s - loss: 0.0247 - acc: 0.9870


4/39 [==>...........................]

- ETA: 9s - loss: 0.0237 - acc: 0.9883


5/39 [==>...........................]

- ETA: 9s - loss: 0.0247 - acc: 0.9891


6/39 [===>..........................]

- ETA: 9s - loss: 0.0349 - acc: 0.9857


7/39 [====>.........................]

- ETA: 9s - loss: 0.0421 - acc: 0.9844


8/39 [=====>........................]

- ETA: 9s - loss: 0.0377 - acc: 0.9863


9/39 [=====>........................]

- ETA: 9s - loss: 0.0388 - acc: 0.9861


10/39 [======>.......................]

- ETA: 9s - loss: 0.0396 - acc: 0.9852


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- ETA: 8s - loss: 0.0396 - acc: 0.9858


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- ETA: 8s - loss: 0.0407 - acc: 0.9850


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- ETA: 8s - loss: 0.0397 - acc: 0.9856


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- ETA: 8s - loss: 0.0409 - acc: 0.9849


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- ETA: 8s - loss: 0.0401 - acc: 0.9854


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- ETA: 7s - loss: 0.0429 - acc: 0.9849


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- ETA: 7s - loss: 0.0423 - acc: 0.9844


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- ETA: 7s - loss: 0.0405 - acc: 0.9852


19/39 [=============>................]

- ETA: 6s - loss: 0.0391 - acc: 0.9856


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- ETA: 6s - loss: 0.0375 - acc: 0.9863


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- ETA: 6s - loss: 0.0364 - acc: 0.9870


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- ETA: 5s - loss: 0.0373 - acc: 0.9869


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- ETA: 5s - loss: 0.0370 - acc: 0.9871


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- ETA: 5s - loss: 0.0358 - acc: 0.9876


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- ETA: 4s - loss: 0.0349 - acc: 0.9878


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- ETA: 4s - loss: 0.0363 - acc: 0.9868


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- ETA: 4s - loss: 0.0351 - acc: 0.9872


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- ETA: 3s - loss: 0.0353 - acc: 0.9868


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- ETA: 3s - loss: 0.0342 - acc: 0.9873


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- ETA: 3s - loss: 0.0334 - acc: 0.9877


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- ETA: 2s - loss: 0.0334 - acc: 0.9876


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- ETA: 2s - loss: 0.0341 - acc: 0.9872


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- ETA: 2s - loss: 0.0337 - acc: 0.9874


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- ETA: 1s - loss: 0.0329 - acc: 0.9878


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- ETA: 1s - loss: 0.0357 - acc: 0.9872


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- ETA: 1s - loss: 0.0354 - acc: 0.9874


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- ETA: 0s - loss: 0.0345 - acc: 0.9877


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- ETA: 0s - loss: 0.0346 - acc: 0.9876

128/878 [===>..........................]

- ETA: 0s - loss: 0.3342 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.3256 - acc: 0.9180


384/878 [============>.................]

- ETA: 0s - loss: 0.3242 - acc: 0.9271


512/878 [================>.............]

- ETA: 0s - loss: 0.4449 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.4385 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.4637 - acc: 0.9180


878/878 [==============================]

- 1s 608us/sample - loss: 0.4433 - acc: 0.9191



39/39 [==============================]

- 14s 361ms/step - loss: 0.0348 - acc: 0.9873 - val_loss: 0.4407 - val_acc: 0.9191


Epoch 90/100

1/39 [..............................]

- ETA: 5s - loss: 0.0776 - acc: 0.9766


2/39 [>.............................]

- ETA: 5s - loss: 0.0845 - acc: 0.9609


3/39 [=>............................]

- ETA: 6s - loss: 0.0584 - acc: 0.9740


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- ETA: 7s - loss: 0.0510 - acc: 0.9785


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- ETA: 8s - loss: 0.0550 - acc: 0.9750


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- ETA: 8s - loss: 0.0494 - acc: 0.9766


7/39 [====>.........................]

- ETA: 8s - loss: 0.0502 - acc: 0.9766


8/39 [=====>........................]

- ETA: 8s - loss: 0.0538 - acc: 0.9756


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- ETA: 8s - loss: 0.0504 - acc: 0.9766


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- ETA: 8s - loss: 0.0507 - acc: 0.9773


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- ETA: 8s - loss: 0.0464 - acc: 0.9794


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- ETA: 8s - loss: 0.0459 - acc: 0.9798


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- ETA: 7s - loss: 0.0462 - acc: 0.9808


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- ETA: 7s - loss: 0.0435 - acc: 0.9821


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- ETA: 7s - loss: 0.0426 - acc: 0.9833


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- ETA: 7s - loss: 0.0444 - acc: 0.9829


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- ETA: 6s - loss: 0.0439 - acc: 0.9830


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- ETA: 6s - loss: 0.0441 - acc: 0.9826


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- ETA: 6s - loss: 0.0439 - acc: 0.9827


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- ETA: 5s - loss: 0.0420 - acc: 0.9836


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- ETA: 5s - loss: 0.0407 - acc: 0.9840


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- ETA: 5s - loss: 0.0405 - acc: 0.9837


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- ETA: 5s - loss: 0.0398 - acc: 0.9840


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- ETA: 4s - loss: 0.0386 - acc: 0.9844


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- ETA: 4s - loss: 0.0376 - acc: 0.9850


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- ETA: 4s - loss: 0.0373 - acc: 0.9850


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- ETA: 3s - loss: 0.0379 - acc: 0.9847


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- ETA: 3s - loss: 0.0392 - acc: 0.9844


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- ETA: 3s - loss: 0.0387 - acc: 0.9846


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- ETA: 2s - loss: 0.0375 - acc: 0.9852


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- ETA: 2s - loss: 0.0372 - acc: 0.9851


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- ETA: 2s - loss: 0.0362 - acc: 0.9856


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- ETA: 1s - loss: 0.0354 - acc: 0.9860


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- ETA: 1s - loss: 0.0345 - acc: 0.9864


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- ETA: 1s - loss: 0.0337 - acc: 0.9868


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- ETA: 0s - loss: 0.0337 - acc: 0.9867


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- ETA: 0s - loss: 0.0339 - acc: 0.9866


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- ETA: 0s - loss: 0.0338 - acc: 0.9868

128/878 [===>..........................]

- ETA: 0s - loss: 0.4780 - acc: 0.9062


256/878 [=======>......................]

- ETA: 0s - loss: 0.5295 - acc: 0.9102


384/878 [============>.................]

- ETA: 0s - loss: 0.5451 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.6090 - acc: 0.9102


640/878 [====================>.........]

- ETA: 0s - loss: 0.5832 - acc: 0.9094


768/878 [=========================>....]

- ETA: 0s - loss: 0.6259 - acc: 0.9010


878/878 [==============================]

- 1s 621us/sample - loss: 0.6067 - acc: 0.9009



39/39 [==============================]

- 13s 338ms/step - loss: 0.0334 - acc: 0.9869 - val_loss: 0.6044 - val_acc: 0.9009


Epoch 91/100

1/39 [..............................]

- ETA: 5s - loss: 0.0107 - acc: 0.9922


2/39 [>.............................]

- ETA: 6s - loss: 0.0149 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0205 - acc: 0.9870


4/39 [==>...........................]

- ETA: 8s - loss: 0.0165 - acc: 0.9902


5/39 [==>...........................]

- ETA: 8s - loss: 0.0139 - acc: 0.9919


6/39 [===>..........................]

- ETA: 8s - loss: 0.0188 - acc: 0.9907


7/39 [====>.........................]

- ETA: 9s - loss: 0.0190 - acc: 0.9909


8/39 [=====>........................]

- ETA: 9s - loss: 0.0217 - acc: 0.9900


9/39 [=====>........................]

- ETA: 9s - loss: 0.0227 - acc: 0.9894


10/39 [======>.......................]

- ETA: 8s - loss: 0.0210 - acc: 0.9905


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- ETA: 8s - loss: 0.0213 - acc: 0.9899


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- ETA: 8s - loss: 0.0208 - acc: 0.9908


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- ETA: 8s - loss: 0.0231 - acc: 0.9909


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- ETA: 7s - loss: 0.0242 - acc: 0.9910


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- ETA: 7s - loss: 0.0231 - acc: 0.9916


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- ETA: 7s - loss: 0.0264 - acc: 0.9911


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- ETA: 7s - loss: 0.0259 - acc: 0.9912


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- ETA: 6s - loss: 0.0251 - acc: 0.9912


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- ETA: 6s - loss: 0.0273 - acc: 0.9909


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- ETA: 6s - loss: 0.0266 - acc: 0.9913


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- ETA: 5s - loss: 0.0260 - acc: 0.9918


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- ETA: 5s - loss: 0.0251 - acc: 0.9921


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- ETA: 5s - loss: 0.0244 - acc: 0.9921


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- ETA: 4s - loss: 0.0248 - acc: 0.9918


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- ETA: 4s - loss: 0.0248 - acc: 0.9918


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- ETA: 4s - loss: 0.0246 - acc: 0.9918


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- ETA: 3s - loss: 0.0261 - acc: 0.9919


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- ETA: 3s - loss: 0.0256 - acc: 0.9921


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- ETA: 3s - loss: 0.0249 - acc: 0.9924


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- ETA: 3s - loss: 0.0242 - acc: 0.9927


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- ETA: 2s - loss: 0.0239 - acc: 0.9927


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- ETA: 2s - loss: 0.0247 - acc: 0.9924


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- ETA: 2s - loss: 0.0241 - acc: 0.9926


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- ETA: 1s - loss: 0.0247 - acc: 0.9924


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- ETA: 1s - loss: 0.0242 - acc: 0.9926


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- ETA: 1s - loss: 0.0237 - acc: 0.9928


37/39 [===========================>..]

- ETA: 0s - loss: 0.0238 - acc: 0.9926


38/39 [============================>.]

- ETA: 0s - loss: 0.0237 - acc: 0.9926

128/878 [===>..........................]

- ETA: 0s - loss: 0.3884 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.4835 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4846 - acc: 0.9167


512/878 [================>.............]

- ETA: 0s - loss: 0.5287 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.4995 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.5328 - acc: 0.9180


878/878 [==============================]

- 1s 591us/sample - loss: 0.5043 - acc: 0.9203



39/39 [==============================]

- 14s 352ms/step - loss: 0.0248 - acc: 0.9926 - val_loss: 0.5008 - val_acc: 0.9203


Epoch 92/100

1/39 [..............................]

- ETA: 24s - loss: 0.0212 - acc: 1.0000


2/39 [>.............................]

- ETA: 20s - loss: 0.0265 - acc: 0.9961


3/39 [=>............................]

- ETA: 15s - loss: 0.0184 - acc: 0.9974


4/39 [==>...........................]

- ETA: 12s - loss: 0.0154 - acc: 0.9980


5/39 [==>...........................]

- ETA: 11s - loss: 0.0163 - acc: 0.9969


6/39 [===>..........................]

- ETA: 9s - loss: 0.0241 - acc: 0.9935


7/39 [====>.........................]

- ETA: 8s - loss: 0.0235 - acc: 0.9933


8/39 [=====>........................]

- ETA: 8s - loss: 0.0220 - acc: 0.9941


9/39 [=====>........................]

- ETA: 8s - loss: 0.0236 - acc: 0.9939


10/39 [======>.......................]

- ETA: 8s - loss: 0.0230 - acc: 0.9937


11/39 [=======>......................]

- ETA: 8s - loss: 0.0216 - acc: 0.9943


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- ETA: 8s - loss: 0.0202 - acc: 0.9948


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- ETA: 7s - loss: 0.0192 - acc: 0.9952


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- ETA: 7s - loss: 0.0192 - acc: 0.9955


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- ETA: 7s - loss: 0.0205 - acc: 0.9948


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- ETA: 7s - loss: 0.0212 - acc: 0.9946


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- ETA: 6s - loss: 0.0224 - acc: 0.9936


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- ETA: 6s - loss: 0.0246 - acc: 0.9935


19/39 [=============>................]

- ETA: 6s - loss: 0.0244 - acc: 0.9934


20/39 [==============>...............]

- ETA: 5s - loss: 0.0234 - acc: 0.9937


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- ETA: 5s - loss: 0.0250 - acc: 0.9933


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- ETA: 5s - loss: 0.0264 - acc: 0.9929


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- ETA: 5s - loss: 0.0256 - acc: 0.9932


24/39 [=================>............]

- ETA: 4s - loss: 0.0266 - acc: 0.9922


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- ETA: 4s - loss: 0.0272 - acc: 0.9922


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- ETA: 4s - loss: 0.0284 - acc: 0.9910


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- ETA: 3s - loss: 0.0277 - acc: 0.9913


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- ETA: 3s - loss: 0.0272 - acc: 0.9916


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- ETA: 3s - loss: 0.0264 - acc: 0.9919


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- ETA: 2s - loss: 0.0263 - acc: 0.9919


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- ETA: 2s - loss: 0.0273 - acc: 0.9911


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- ETA: 2s - loss: 0.0282 - acc: 0.9904


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- ETA: 1s - loss: 0.0275 - acc: 0.9907


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- ETA: 1s - loss: 0.0290 - acc: 0.9903


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- ETA: 1s - loss: 0.0284 - acc: 0.9906


36/39 [==========================>...]

- ETA: 0s - loss: 0.0277 - acc: 0.9908


37/39 [===========================>..]

- ETA: 0s - loss: 0.0285 - acc: 0.9902


38/39 [============================>.]

- ETA: 0s - loss: 0.0300 - acc: 0.9899

128/878 [===>..........................]

- ETA: 0s - loss: 0.5251 - acc: 0.9531


256/878 [=======>......................]

- ETA: 0s - loss: 0.5681 - acc: 0.9336


384/878 [============>.................]

- ETA: 0s - loss: 0.5668 - acc: 0.9297


512/878 [================>.............]

- ETA: 0s - loss: 0.6399 - acc: 0.9277


640/878 [====================>.........]

- ETA: 0s - loss: 0.5804 - acc: 0.9297


768/878 [=========================>....]

- ETA: 0s - loss: 0.5791 - acc: 0.9297


878/878 [==============================]

- 1s 1ms/sample - loss: 0.5403 - acc: 0.9282



39/39 [==============================]

- 14s 351ms/step - loss: 0.0302 - acc: 0.9899 - val_loss: 0.5356 - val_acc: 0.9282


Epoch 93/100

1/39 [..............................]

- ETA: 6s - loss: 0.0325 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0221 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0650 - acc: 0.9792


4/39 [==>...........................]

- ETA: 5s - loss: 0.0525 - acc: 0.9824


5/39 [==>...........................]

- ETA: 7s - loss: 0.0603 - acc: 0.9812


6/39 [===>..........................]

- ETA: 7s - loss: 0.0510 - acc: 0.9844


7/39 [====>.........................]

- ETA: 8s - loss: 0.0672 - acc: 0.9788


8/39 [=====>........................]

- ETA: 8s - loss: 0.0595 - acc: 0.9814


9/39 [=====>........................]

- ETA: 8s - loss: 0.0542 - acc: 0.9835


10/39 [======>.......................]

- ETA: 8s - loss: 0.0507 - acc: 0.9852


11/39 [=======>......................]

- ETA: 8s - loss: 0.0475 - acc: 0.9858


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- ETA: 8s - loss: 0.0477 - acc: 0.9850


13/39 [=========>....................]

- ETA: 7s - loss: 0.0468 - acc: 0.9856


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- ETA: 7s - loss: 0.0442 - acc: 0.9866


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- ETA: 7s - loss: 0.0424 - acc: 0.9870


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- ETA: 7s - loss: 0.0422 - acc: 0.9868


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- ETA: 6s - loss: 0.0404 - acc: 0.9871


18/39 [============>.................]

- ETA: 6s - loss: 0.0389 - acc: 0.9878


19/39 [=============>................]

- ETA: 6s - loss: 0.0386 - acc: 0.9877


20/39 [==============>...............]

- ETA: 6s - loss: 0.0376 - acc: 0.9879


21/39 [===============>..............]

- ETA: 5s - loss: 0.0371 - acc: 0.9877


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- ETA: 5s - loss: 0.0357 - acc: 0.9883


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- ETA: 5s - loss: 0.0348 - acc: 0.9885


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- ETA: 4s - loss: 0.0341 - acc: 0.9886


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- ETA: 4s - loss: 0.0340 - acc: 0.9881


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- ETA: 4s - loss: 0.0334 - acc: 0.9882


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- ETA: 3s - loss: 0.0336 - acc: 0.9881


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- ETA: 3s - loss: 0.0326 - acc: 0.9885


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- ETA: 3s - loss: 0.0318 - acc: 0.9889


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- ETA: 2s - loss: 0.0324 - acc: 0.9887


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- ETA: 2s - loss: 0.0317 - acc: 0.9891


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- ETA: 2s - loss: 0.0309 - acc: 0.9895


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- ETA: 2s - loss: 0.0311 - acc: 0.9888


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- ETA: 1s - loss: 0.0317 - acc: 0.9882


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- ETA: 1s - loss: 0.0311 - acc: 0.9883


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- ETA: 1s - loss: 0.0312 - acc: 0.9882


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- ETA: 0s - loss: 0.0307 - acc: 0.9883


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- ETA: 0s - loss: 0.0301 - acc: 0.9886

128/878 [===>..........................]

- ETA: 0s - loss: 0.4120 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4413 - acc: 0.9219


384/878 [============>.................]

- ETA: 0s - loss: 0.4811 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.5625 - acc: 0.9219


640/878 [====================>.........]

- ETA: 0s - loss: 0.5296 - acc: 0.9187


768/878 [=========================>....]

- ETA: 0s - loss: 0.5256 - acc: 0.9128


878/878 [==============================]

- 1s 607us/sample - loss: 0.4931 - acc: 0.9157



39/39 [==============================]

- 14s 355ms/step - loss: 0.0305 - acc: 0.9885 - val_loss: 0.4891 - val_acc: 0.9157


Epoch 94/100

1/39 [..............................]

- ETA: 5s - loss: 0.0108 - acc: 1.0000


2/39 [>.............................]

- ETA: 5s - loss: 0.0377 - acc: 0.9883


3/39 [=>............................]

- ETA: 6s - loss: 0.0268 - acc: 0.9922


4/39 [==>...........................]

- ETA: 7s - loss: 0.0238 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0210 - acc: 0.9937


6/39 [===>..........................]

- ETA: 8s - loss: 0.0195 - acc: 0.9948


7/39 [====>.........................]

- ETA: 8s - loss: 0.0178 - acc: 0.9955


8/39 [=====>........................]

- ETA: 8s - loss: 0.0336 - acc: 0.9932


9/39 [=====>........................]

- ETA: 8s - loss: 0.0304 - acc: 0.9939


10/39 [======>.......................]

- ETA: 8s - loss: 0.0278 - acc: 0.9945


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- ETA: 8s - loss: 0.0258 - acc: 0.9950


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- ETA: 8s - loss: 0.0251 - acc: 0.9948


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- ETA: 7s - loss: 0.0279 - acc: 0.9934


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- ETA: 7s - loss: 0.0266 - acc: 0.9933


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- ETA: 7s - loss: 0.0270 - acc: 0.9927


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- ETA: 7s - loss: 0.0284 - acc: 0.9922


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- ETA: 6s - loss: 0.0269 - acc: 0.9926


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- ETA: 6s - loss: 0.0278 - acc: 0.9922


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- ETA: 6s - loss: 0.0317 - acc: 0.9910


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- ETA: 5s - loss: 0.0315 - acc: 0.9910


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- ETA: 5s - loss: 0.0330 - acc: 0.9911


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- ETA: 5s - loss: 0.0316 - acc: 0.9915


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- ETA: 4s - loss: 0.0305 - acc: 0.9918


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- ETA: 4s - loss: 0.0308 - acc: 0.9915


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- ETA: 4s - loss: 0.0306 - acc: 0.9915


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- ETA: 4s - loss: 0.0305 - acc: 0.9915


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- ETA: 3s - loss: 0.0315 - acc: 0.9913


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- ETA: 3s - loss: 0.0319 - acc: 0.9907


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- ETA: 3s - loss: 0.0312 - acc: 0.9911


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- ETA: 2s - loss: 0.0308 - acc: 0.9908


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- ETA: 2s - loss: 0.0307 - acc: 0.9906


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- ETA: 2s - loss: 0.0304 - acc: 0.9904


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- ETA: 1s - loss: 0.0303 - acc: 0.9905


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- ETA: 1s - loss: 0.0312 - acc: 0.9901


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- ETA: 1s - loss: 0.0311 - acc: 0.9899


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- ETA: 0s - loss: 0.0307 - acc: 0.9900


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- ETA: 0s - loss: 0.0307 - acc: 0.9900


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- ETA: 0s - loss: 0.0302 - acc: 0.9901

128/878 [===>..........................]

- ETA: 0s - loss: 0.3604 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.4610 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4731 - acc: 0.9036


512/878 [================>.............]

- ETA: 0s - loss: 0.5342 - acc: 0.9062


640/878 [====================>.........]

- ETA: 0s - loss: 0.5150 - acc: 0.9047


768/878 [=========================>....]

- ETA: 0s - loss: 0.5384 - acc: 0.9010


878/878 [==============================]

- 1s 979us/sample - loss: 0.5043 - acc: 0.9021



39/39 [==============================]

- 13s 346ms/step - loss: 0.0300 - acc: 0.9901 - val_loss: 0.5001 - val_acc: 0.9021


Epoch 95/100

1/39 [..............................]

- ETA: 6s - loss: 0.0258 - acc: 0.9844


2/39 [>.............................]

- ETA: 6s - loss: 0.0155 - acc: 0.9922


3/39 [=>............................]

- ETA: 6s - loss: 0.0197 - acc: 0.9896


4/39 [==>...........................]

- ETA: 6s - loss: 0.0153 - acc: 0.9922


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- ETA: 7s - loss: 0.0221 - acc: 0.9922


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- ETA: 7s - loss: 0.0218 - acc: 0.9909


7/39 [====>.........................]

- ETA: 7s - loss: 0.0191 - acc: 0.9922


8/39 [=====>........................]

- ETA: 8s - loss: 0.0204 - acc: 0.9922


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- ETA: 8s - loss: 0.0216 - acc: 0.9922


10/39 [======>.......................]

- ETA: 8s - loss: 0.0210 - acc: 0.9922


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- ETA: 7s - loss: 0.0275 - acc: 0.9915


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- ETA: 7s - loss: 0.0289 - acc: 0.9909


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- ETA: 7s - loss: 0.0281 - acc: 0.9910


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- ETA: 7s - loss: 0.0263 - acc: 0.9916


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- ETA: 7s - loss: 0.0248 - acc: 0.9921


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- ETA: 7s - loss: 0.0286 - acc: 0.9911


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- ETA: 6s - loss: 0.0298 - acc: 0.9907


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- ETA: 6s - loss: 0.0283 - acc: 0.9912


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- ETA: 6s - loss: 0.0307 - acc: 0.9905


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- ETA: 6s - loss: 0.0294 - acc: 0.9909


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- ETA: 5s - loss: 0.0295 - acc: 0.9906


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- ETA: 5s - loss: 0.0286 - acc: 0.9911


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- ETA: 5s - loss: 0.0287 - acc: 0.9911


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- ETA: 4s - loss: 0.0286 - acc: 0.9908


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- ETA: 4s - loss: 0.0294 - acc: 0.9909


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- ETA: 4s - loss: 0.0296 - acc: 0.9906


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- ETA: 3s - loss: 0.0300 - acc: 0.9907


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- ETA: 3s - loss: 0.0297 - acc: 0.9907


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- ETA: 3s - loss: 0.0304 - acc: 0.9903


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- ETA: 2s - loss: 0.0306 - acc: 0.9898


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- ETA: 2s - loss: 0.0306 - acc: 0.9896


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- ETA: 2s - loss: 0.0311 - acc: 0.9895


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- ETA: 1s - loss: 0.0303 - acc: 0.9898


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- ETA: 1s - loss: 0.0296 - acc: 0.9901


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- ETA: 1s - loss: 0.0296 - acc: 0.9901


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- ETA: 0s - loss: 0.0336 - acc: 0.9900


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- ETA: 0s - loss: 0.0353 - acc: 0.9894


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- ETA: 0s - loss: 0.0351 - acc: 0.9895

128/878 [===>..........................]

- ETA: 0s - loss: 0.3992 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.4942 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.5037 - acc: 0.9089


512/878 [================>.............]

- ETA: 0s - loss: 0.5387 - acc: 0.9160


640/878 [====================>.........]

- ETA: 0s - loss: 0.5222 - acc: 0.9156


768/878 [=========================>....]

- ETA: 0s - loss: 0.5354 - acc: 0.9128


878/878 [==============================]

- 1s 1000us/sample - loss: 0.4921 - acc: 0.9180



39/39 [==============================]

- 14s 357ms/step - loss: 0.0346 - acc: 0.9897 - val_loss: 0.4868 - val_acc: 0.9180


Epoch 96/100

1/39 [..............................]

- ETA: 6s - loss: 0.0469 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0360 - acc: 0.9844


3/39 [=>............................]

- ETA: 6s - loss: 0.0334 - acc: 0.9844


4/39 [==>...........................]

- ETA: 5s - loss: 0.0258 - acc: 0.9883


5/39 [==>...........................]

- ETA: 6s - loss: 0.0251 - acc: 0.9891


6/39 [===>..........................]

- ETA: 7s - loss: 0.0236 - acc: 0.9896


7/39 [====>.........................]

- ETA: 7s - loss: 0.0216 - acc: 0.9911


8/39 [=====>........................]

- ETA: 7s - loss: 0.0192 - acc: 0.9922


9/39 [=====>........................]

- ETA: 7s - loss: 0.0247 - acc: 0.9905


10/39 [======>.......................]

- ETA: 7s - loss: 0.0257 - acc: 0.9906


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- ETA: 7s - loss: 0.0253 - acc: 0.9908


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- ETA: 7s - loss: 0.0244 - acc: 0.9909


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- ETA: 7s - loss: 0.0265 - acc: 0.9904


14/39 [=========>....................]

- ETA: 7s - loss: 0.0255 - acc: 0.9905


15/39 [==========>...................]

- ETA: 6s - loss: 0.0287 - acc: 0.9896


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- ETA: 6s - loss: 0.0285 - acc: 0.9897


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- ETA: 6s - loss: 0.0276 - acc: 0.9903


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- ETA: 6s - loss: 0.0264 - acc: 0.9908


19/39 [=============>................]

- ETA: 5s - loss: 0.0260 - acc: 0.9909


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- ETA: 5s - loss: 0.0291 - acc: 0.9906


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- ETA: 5s - loss: 0.0293 - acc: 0.9903


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- ETA: 5s - loss: 0.0289 - acc: 0.9903


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- ETA: 4s - loss: 0.0284 - acc: 0.9904


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- ETA: 4s - loss: 0.0277 - acc: 0.9908


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- ETA: 4s - loss: 0.0272 - acc: 0.9909


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- ETA: 3s - loss: 0.0283 - acc: 0.9906


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- ETA: 3s - loss: 0.0280 - acc: 0.9904


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- ETA: 3s - loss: 0.0274 - acc: 0.9905


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- ETA: 3s - loss: 0.0269 - acc: 0.9908


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- ETA: 2s - loss: 0.0265 - acc: 0.9908


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- ETA: 2s - loss: 0.0271 - acc: 0.9906


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- ETA: 2s - loss: 0.0263 - acc: 0.9909


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- ETA: 1s - loss: 0.0261 - acc: 0.9910


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- ETA: 1s - loss: 0.0259 - acc: 0.9910


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- ETA: 1s - loss: 0.0263 - acc: 0.9910


36/39 [==========================>...]

- ETA: 0s - loss: 0.0269 - acc: 0.9908


37/39 [===========================>..]

- ETA: 0s - loss: 0.0263 - acc: 0.9911


38/39 [============================>.]

- ETA: 0s - loss: 0.0264 - acc: 0.9911

128/878 [===>..........................]

- ETA: 0s - loss: 0.6016 - acc: 0.8750


256/878 [=======>......................]

- ETA: 0s - loss: 0.6629 - acc: 0.8672


384/878 [============>.................]

- ETA: 0s - loss: 0.7479 - acc: 0.8620


512/878 [================>.............]

- ETA: 0s - loss: 0.7513 - acc: 0.8730


640/878 [====================>.........]

- ETA: 0s - loss: 0.7937 - acc: 0.8719


768/878 [=========================>....]

- ETA: 0s - loss: 0.7899 - acc: 0.8659


878/878 [==============================]

- 1s 605us/sample - loss: 0.7742 - acc: 0.8702



39/39 [==============================]

- 13s 325ms/step - loss: 0.0272 - acc: 0.9912 - val_loss: 0.7723 - val_acc: 0.8702


Epoch 97/100

1/39 [..............................]

- ETA: 5s - loss: 0.0187 - acc: 0.9922


2/39 [>.............................]

- ETA: 5s - loss: 0.0129 - acc: 0.9961


3/39 [=>............................]

- ETA: 8s - loss: 0.0172 - acc: 0.9948


4/39 [==>...........................]

- ETA: 9s - loss: 0.0132 - acc: 0.9961


5/39 [==>...........................]

- ETA: 9s - loss: 0.0171 - acc: 0.9953


6/39 [===>..........................]

- ETA: 9s - loss: 0.0172 - acc: 0.9948


7/39 [====>.........................]

- ETA: 9s - loss: 0.0163 - acc: 0.9955


8/39 [=====>........................]

- ETA: 9s - loss: 0.0215 - acc: 0.9941


9/39 [=====>........................]

- ETA: 9s - loss: 0.0197 - acc: 0.9948


10/39 [======>.......................]

- ETA: 9s - loss: 0.0190 - acc: 0.9945


11/39 [=======>......................]

- ETA: 8s - loss: 0.0197 - acc: 0.9943


12/39 [========>.....................]

- ETA: 8s - loss: 0.0186 - acc: 0.9948


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- ETA: 8s - loss: 0.0178 - acc: 0.9952


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- ETA: 8s - loss: 0.0170 - acc: 0.9955


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- ETA: 7s - loss: 0.0192 - acc: 0.9948


16/39 [===========>..................]

- ETA: 7s - loss: 0.0188 - acc: 0.9951


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- ETA: 7s - loss: 0.0192 - acc: 0.9949


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- ETA: 6s - loss: 0.0186 - acc: 0.9952


19/39 [=============>................]

- ETA: 6s - loss: 0.0178 - acc: 0.9955


20/39 [==============>...............]

- ETA: 6s - loss: 0.0188 - acc: 0.9953


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- ETA: 6s - loss: 0.0240 - acc: 0.9940


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- ETA: 5s - loss: 0.0247 - acc: 0.9933


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- ETA: 5s - loss: 0.0250 - acc: 0.9932


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- ETA: 5s - loss: 0.0245 - acc: 0.9931


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- ETA: 4s - loss: 0.0285 - acc: 0.9928


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- ETA: 4s - loss: 0.0288 - acc: 0.9921


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- ETA: 4s - loss: 0.0285 - acc: 0.9924


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- ETA: 3s - loss: 0.0283 - acc: 0.9921


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- ETA: 3s - loss: 0.0278 - acc: 0.9924


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- ETA: 3s - loss: 0.0275 - acc: 0.9924


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- ETA: 2s - loss: 0.0275 - acc: 0.9924


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- ETA: 2s - loss: 0.0279 - acc: 0.9922


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- ETA: 2s - loss: 0.0311 - acc: 0.9910


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- ETA: 1s - loss: 0.0310 - acc: 0.9910


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- ETA: 1s - loss: 0.0304 - acc: 0.9913


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- ETA: 1s - loss: 0.0317 - acc: 0.9908


37/39 [===========================>..]

- ETA: 0s - loss: 0.0313 - acc: 0.9911


38/39 [============================>.]

- ETA: 0s - loss: 0.0321 - acc: 0.9907

128/878 [===>..........................]

- ETA: 0s - loss: 0.4094 - acc: 0.8984


256/878 [=======>......................]

- ETA: 0s - loss: 0.4082 - acc: 0.9023


384/878 [============>.................]

- ETA: 0s - loss: 0.4173 - acc: 0.9062


512/878 [================>.............]

- ETA: 0s - loss: 0.5182 - acc: 0.9082


640/878 [====================>.........]

- ETA: 0s - loss: 0.4943 - acc: 0.9109


768/878 [=========================>....]

- ETA: 0s - loss: 0.5045 - acc: 0.9089


878/878 [==============================]

- 1s 613us/sample - loss: 0.4774 - acc: 0.9089



39/39 [==============================]

- 14s 354ms/step - loss: 0.0325 - acc: 0.9905 - val_loss: 0.4741 - val_acc: 0.9089


Epoch 98/100

1/39 [..............................]

- ETA: 6s - loss: 0.0702 - acc: 0.9766


2/39 [>.............................]

- ETA: 6s - loss: 0.0395 - acc: 0.9883


3/39 [=>............................]

- ETA: 7s - loss: 0.0304 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0411 - acc: 0.9883


5/39 [==>...........................]

- ETA: 8s - loss: 0.0385 - acc: 0.9875


6/39 [===>..........................]

- ETA: 8s - loss: 0.0392 - acc: 0.9870


7/39 [====>.........................]

- ETA: 8s - loss: 0.0389 - acc: 0.9866


8/39 [=====>........................]

- ETA: 8s - loss: 0.0347 - acc: 0.9883


9/39 [=====>........................]

- ETA: 8s - loss: 0.0356 - acc: 0.9878


10/39 [======>.......................]

- ETA: 8s - loss: 0.0330 - acc: 0.9891


11/39 [=======>......................]

- ETA: 8s - loss: 0.0308 - acc: 0.9901


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- ETA: 8s - loss: 0.0288 - acc: 0.9909


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- ETA: 7s - loss: 0.0272 - acc: 0.9916


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- ETA: 7s - loss: 0.0304 - acc: 0.9911


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- ETA: 7s - loss: 0.0324 - acc: 0.9906


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- ETA: 7s - loss: 0.0324 - acc: 0.9907


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- ETA: 6s - loss: 0.0316 - acc: 0.9908


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- ETA: 6s - loss: 0.0312 - acc: 0.9909


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- ETA: 6s - loss: 0.0305 - acc: 0.9914


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- ETA: 5s - loss: 0.0302 - acc: 0.9914


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- ETA: 5s - loss: 0.0305 - acc: 0.9911


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- ETA: 5s - loss: 0.0296 - acc: 0.9915


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- ETA: 5s - loss: 0.0290 - acc: 0.9915


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- ETA: 4s - loss: 0.0285 - acc: 0.9915


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- ETA: 4s - loss: 0.0281 - acc: 0.9916


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- ETA: 4s - loss: 0.0295 - acc: 0.9913


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- ETA: 3s - loss: 0.0287 - acc: 0.9916


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- ETA: 3s - loss: 0.0282 - acc: 0.9916


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- ETA: 3s - loss: 0.0278 - acc: 0.9916


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- ETA: 2s - loss: 0.0289 - acc: 0.9911


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- ETA: 2s - loss: 0.0284 - acc: 0.9911


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- ETA: 2s - loss: 0.0287 - acc: 0.9909


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- ETA: 1s - loss: 0.0283 - acc: 0.9910


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- ETA: 1s - loss: 0.0279 - acc: 0.9910


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- ETA: 1s - loss: 0.0275 - acc: 0.9910


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- ETA: 0s - loss: 0.0278 - acc: 0.9906


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- ETA: 0s - loss: 0.0280 - acc: 0.9905


38/39 [============================>.]

- ETA: 0s - loss: 0.0275 - acc: 0.9907

128/878 [===>..........................]

- ETA: 0s - loss: 0.2314 - acc: 0.9141


256/878 [=======>......................]

- ETA: 0s - loss: 0.3045 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.2923 - acc: 0.9245


512/878 [================>.............]

- ETA: 0s - loss: 0.3847 - acc: 0.9277


640/878 [====================>.........]

- ETA: 0s - loss: 0.3854 - acc: 0.9297


768/878 [=========================>....]

- ETA: 0s - loss: 0.3895 - acc: 0.9284


878/878 [==============================]

- 1s 609us/sample - loss: 0.3668 - acc: 0.9339



39/39 [==============================]

- 13s 334ms/step - loss: 0.0280 - acc: 0.9908 - val_loss: 0.3640 - val_acc: 0.9339


Epoch 99/100

1/39 [..............................]

- ETA: 7s - loss: 0.0214 - acc: 0.9844


2/39 [>.............................]

- ETA: 7s - loss: 0.0142 - acc: 0.9922


3/39 [=>............................]

- ETA: 7s - loss: 0.0185 - acc: 0.9922


4/39 [==>...........................]

- ETA: 8s - loss: 0.0194 - acc: 0.9922


5/39 [==>...........................]

- ETA: 8s - loss: 0.0228 - acc: 0.9922


6/39 [===>..........................]

- ETA: 8s - loss: 0.0274 - acc: 0.9896


7/39 [====>.........................]

- ETA: 9s - loss: 0.0244 - acc: 0.9911


8/39 [=====>........................]

- ETA: 9s - loss: 0.0267 - acc: 0.9902


9/39 [=====>........................]

- ETA: 8s - loss: 0.0241 - acc: 0.9913


10/39 [======>.......................]

- ETA: 8s - loss: 0.0235 - acc: 0.9922


11/39 [=======>......................]

- ETA: 8s - loss: 0.0240 - acc: 0.9915


12/39 [========>.....................]

- ETA: 8s - loss: 0.0241 - acc: 0.9915


13/39 [=========>....................]

- ETA: 8s - loss: 0.0264 - acc: 0.9904


14/39 [=========>....................]

- ETA: 7s - loss: 0.0247 - acc: 0.9911


15/39 [==========>...................]

- ETA: 7s - loss: 0.0240 - acc: 0.9911


16/39 [===========>..................]

- ETA: 7s - loss: 0.0229 - acc: 0.9917


17/39 [============>.................]

- ETA: 7s - loss: 0.0226 - acc: 0.9917


18/39 [============>.................]

- ETA: 6s - loss: 0.0234 - acc: 0.9918


19/39 [=============>................]

- ETA: 6s - loss: 0.0225 - acc: 0.9922


20/39 [==============>...............]

- ETA: 6s - loss: 0.0215 - acc: 0.9926


21/39 [===============>..............]

- ETA: 5s - loss: 0.0213 - acc: 0.9926


22/39 [===============>..............]

- ETA: 5s - loss: 0.0244 - acc: 0.9918


23/39 [================>.............]

- ETA: 5s - loss: 0.0257 - acc: 0.9915


24/39 [=================>............]

- ETA: 4s - loss: 0.0248 - acc: 0.9919


25/39 [==================>...........]

- ETA: 4s - loss: 0.0257 - acc: 0.9919


26/39 [===================>..........]

- ETA: 4s - loss: 0.0248 - acc: 0.9922


27/39 [===================>..........]

- ETA: 3s - loss: 0.0240 - acc: 0.9925


28/39 [====================>.........]

- ETA: 3s - loss: 0.0253 - acc: 0.9919


29/39 [=====================>........]

- ETA: 3s - loss: 0.0248 - acc: 0.9922


30/39 [======================>.......]

- ETA: 3s - loss: 0.0245 - acc: 0.9924


31/39 [======================>.......]

- ETA: 2s - loss: 0.0241 - acc: 0.9927


32/39 [=======================>......]

- ETA: 2s - loss: 0.0235 - acc: 0.9929


33/39 [========================>.....]

- ETA: 2s - loss: 0.0244 - acc: 0.9927


34/39 [=========================>....]

- ETA: 1s - loss: 0.0239 - acc: 0.9929


35/39 [=========================>....]

- ETA: 1s - loss: 0.0247 - acc: 0.9929


36/39 [==========================>...]

- ETA: 1s - loss: 0.0241 - acc: 0.9931


37/39 [===========================>..]

- ETA: 0s - loss: 0.0241 - acc: 0.9928


38/39 [============================>.]

- ETA: 0s - loss: 0.0236 - acc: 0.9930

128/878 [===>..........................]

- ETA: 0s - loss: 0.3378 - acc: 0.9375


256/878 [=======>......................]

- ETA: 0s - loss: 0.3785 - acc: 0.9141


384/878 [============>.................]

- ETA: 0s - loss: 0.4105 - acc: 0.9219


512/878 [================>.............]

- ETA: 0s - loss: 0.4548 - acc: 0.9258


640/878 [====================>.........]

- ETA: 0s - loss: 0.4733 - acc: 0.9219


768/878 [=========================>....]

- ETA: 0s - loss: 0.4974 - acc: 0.9167


878/878 [==============================]

- 1s 611us/sample - loss: 0.4661 - acc: 0.9203



39/39 [==============================]

- 14s 353ms/step - loss: 0.0233 - acc: 0.9930 - val_loss: 0.4623 - val_acc: 0.9203


Epoch 100/100

1/39 [..............................]

- ETA: 5s - loss: 0.0067 - acc: 1.0000


2/39 [>.............................]

- ETA: 6s - loss: 0.0051 - acc: 1.0000


3/39 [=>............................]

- ETA: 7s - loss: 0.0085 - acc: 0.9974


4/39 [==>...........................]

- ETA: 8s - loss: 0.0116 - acc: 0.9961


5/39 [==>...........................]

- ETA: 8s - loss: 0.0170 - acc: 0.9937


6/39 [===>..........................]

- ETA: 8s - loss: 0.0144 - acc: 0.9948


7/39 [====>.........................]

- ETA: 8s - loss: 0.0137 - acc: 0.9944


8/39 [=====>........................]

- ETA: 8s - loss: 0.0125 - acc: 0.9951


9/39 [=====>........................]

- ETA: 8s - loss: 0.0125 - acc: 0.9948


10/39 [======>.......................]

- ETA: 8s - loss: 0.0159 - acc: 0.9930


11/39 [=======>......................]

- ETA: 8s - loss: 0.0188 - acc: 0.9922


12/39 [========>.....................]

- ETA: 8s - loss: 0.0202 - acc: 0.9922


13/39 [=========>....................]

- ETA: 7s - loss: 0.0218 - acc: 0.9910


14/39 [=========>....................]

- ETA: 7s - loss: 0.0228 - acc: 0.9905


15/39 [==========>...................]

- ETA: 7s - loss: 0.0219 - acc: 0.9906


16/39 [===========>..................]

- ETA: 6s - loss: 0.0212 - acc: 0.9911


17/39 [============>.................]

- ETA: 6s - loss: 0.0210 - acc: 0.9912


18/39 [============>.................]

- ETA: 6s - loss: 0.0232 - acc: 0.9904


19/39 [=============>................]

- ETA: 6s - loss: 0.0224 - acc: 0.9909


20/39 [==============>...............]

- ETA: 5s - loss: 0.0228 - acc: 0.9909


21/39 [===============>..............]

- ETA: 5s - loss: 0.0226 - acc: 0.9910


22/39 [===============>..............]

- ETA: 5s - loss: 0.0219 - acc: 0.9914


23/39 [================>.............]

- ETA: 5s - loss: 0.0281 - acc: 0.9894


24/39 [=================>............]

- ETA: 4s - loss: 0.0318 - acc: 0.9889


25/39 [==================>...........]

- ETA: 4s - loss: 0.0309 - acc: 0.9890


26/39 [===================>..........]

- ETA: 4s - loss: 0.0298 - acc: 0.9894


27/39 [===================>..........]

- ETA: 3s - loss: 0.0292 - acc: 0.9898


28/39 [====================>.........]

- ETA: 3s - loss: 0.0307 - acc: 0.9896


29/39 [=====================>........]

- ETA: 3s - loss: 0.0300 - acc: 0.9900


30/39 [======================>.......]

- ETA: 2s - loss: 0.0319 - acc: 0.9893


31/39 [======================>.......]

- ETA: 2s - loss: 0.0317 - acc: 0.9894


32/39 [=======================>......]

- ETA: 2s - loss: 0.0319 - acc: 0.9895


33/39 [========================>.....]

- ETA: 1s - loss: 0.0321 - acc: 0.9893


34/39 [=========================>....]

- ETA: 1s - loss: 0.0322 - acc: 0.9892


35/39 [=========================>....]

- ETA: 1s - loss: 0.0315 - acc: 0.9895


36/39 [==========================>...]

- ETA: 0s - loss: 0.0310 - acc: 0.9895


37/39 [===========================>..]

- ETA: 0s - loss: 0.0302 - acc: 0.9898


38/39 [============================>.]

- ETA: 0s - loss: 0.0296 - acc: 0.9901

128/878 [===>..........................]

- ETA: 0s - loss: 0.4749 - acc: 0.9219


256/878 [=======>......................]

- ETA: 0s - loss: 0.5895 - acc: 0.9062


384/878 [============>.................]

- ETA: 0s - loss: 0.5860 - acc: 0.9115


512/878 [================>.............]

- ETA: 0s - loss: 0.6214 - acc: 0.9141


640/878 [====================>.........]

- ETA: 0s - loss: 0.5855 - acc: 0.9125


768/878 [=========================>....]

- ETA: 0s - loss: 0.5820 - acc: 0.9089


878/878 [==============================]

- 1s 621us/sample - loss: 0.5535 - acc: 0.9123



39/39 [==============================]

- 13s 337ms/step - loss: 0.0293 - acc: 0.9901 - val_loss: 0.5500 - val_acc: 0.9123


100%|██████████| 5/5 [2:34:24<00:00, 1852.91s/it, best loss: -0.9168564677238464]

Evaluation of best performing model:

878/878 [==============================] - 1s 691us/sample - loss: 0.4564 - acc: 0.9169

[0.45637797725499357, 0.91685647]

Best performing model chosen hyper-parameters:

{'Convolution2D': 0, 'Convolution2D_1': 0, 'Convolution2D_2': 0, 'Convolution2D_3': 0, 'Convolution2D_4': 1, 'Convolution2D_5': 1, 'Dense': 1, 'Dropout': 0.033737922499668484, 'Dropout_1': 0.1603763880022983, 'Dropout_2': 0.5139502885014818, 'Dropout_3': 0.5540312274525752, 'batch_size': 0, 'epochs': 1, 'model_choice': 0}


In [6]: